{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "final.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "**Programming Assignment-1:**\n",
        "\n",
        "There are 3 question in this assignment. First question is on intrest point detection, the second question is on K-NN Classification and the last question is on HOG feature extraction. All the images needed for the assignment are given in the zip file in google classroom. Please download the zip file and upload in your drive to solve all the questions"
      ],
      "metadata": {
        "id": "aP6CicupCTWY"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Q.1 Harris Corner Detector \n",
        "\n",
        "The task at hand is to find the interest points in the given image using Harris Corner Detector. Download the box.jpg image from the Google Classroom and apply the Harris Corner algorithm for the detecting the corners in the image. The image and the algorithm is as follows.\n",
        "![box.jpg]()\n",
        "\n",
        "\n",
        "\n",
        "**Algorithm**\n",
        "1) For the given image convert colour Image to GrayScale image. \n",
        "2) Compute the spatial derivatives Ix and Iy using sobel kernels.\n",
        "3) Compute the structure tensor setup (Elements of Second Moment Matrix denoted as M)\n",
        "4) Keeping the value of K=0.05, compute the Harris corner response using \n",
        " R=det(M) - k*(trace(M))2\n",
        "  "
      ],
      "metadata": {
        "id": "8HO4H4gOwGkJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "## Import the necessary packages and read the box.jpg image ###\n",
        "import numpy as np\n",
        "from skimage.io import imread\n",
        "from skimage.color import rgb2gray\n",
        "import skimage.io as sk\n",
        "from scipy import signal as sig\n",
        "from scipy.ndimage import gaussian_filter\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "import cv2\n",
        "from google.colab.patches import cv2_imshow\n",
        "\n",
        "\n",
        "# Your code starts here ###\n",
        "img=imread('/content/box.jpg')\n",
        "img1=rgb2gray(img)\n",
        "sk.imshow(img1)\n",
        "\n",
        "imggray=img1\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "## Your code ends here ####"
      ],
      "metadata": {
        "id": "orRBBDiw0iYg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "ea8f4006-b2a4-43ec-e5f4-0846081ed2d9"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "## Define the sobel operator and the convolution operation for computig the gradients Ix and Iy ###\n",
        "\n",
        "kernel_x = np.array([[-1, 0, 1],[-2, 0, 2],[-1, 0, 1]])\n",
        "\n",
        "kernel_y = np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]])\n",
        "\n",
        "### Your code starts here###\n",
        "\n",
        "\n",
        "I_x=sig.convolve2d(imggray, kernel_x, mode='same')\n",
        "I_y=sig.convolve2d(imggray, kernel_y, mode='same')\n",
        "\n",
        "cv2_imshow(I_x*255)\n",
        "cv2_imshow(I_y*255)\n",
        "\n",
        "\n",
        "\n",
        "### Your code ends here ###"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 723
        },
        "id": "JJx0j4nTe8It",
        "outputId": "3bf3d1dc-cd0e-47f8-8c87-180a423b0fc5"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=454x353 at 0x7F8A18AF1FD0>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=454x353 at 0x7F8A18AF1C90>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### Compute Ix2, Ix.Iy and Iy2 for every pixel ###\n",
        "\n",
        "### Your Code starts here ###\n",
        "\n",
        "I_xx=I_x**2\n",
        "I_yy=I_y**2\n",
        "I_xy=I_x*I_y\n",
        "#I_xy = gaussian_filter(I_xy, sigma=2)\n",
        "\n",
        "I_yx=I_xy\n",
        "\n",
        "\n",
        "cv2_imshow(I_xx*255)\n",
        "cv2_imshow(I_xy*255)\n",
        "cv2_imshow(I_yy*255)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "### Your Code ends here ##"
      ],
      "metadata": {
        "id": "D2N0pHIM27Mh",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7f43d1d3-f113-44c7-db15-93e9e6aa656f"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=454x353 at 0x7F8A18AF59D0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=454x353 at 0x7F8A18AF5FD0>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=454x353 at 0x7F8A18AF5D90>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### Keeping the value of K=0.05, compute the cornerness for every pixel. \n",
        "### If cornernes value(R) > 0, then it as corner  ###\n",
        "### If cornernes value(R) < 0, then it as edge  ###\n",
        "### If cornernes value(R) = 0, then it as edge  ###\n",
        "\n",
        "\n",
        "### Your Code starts here ####\n",
        "k = 0.05\n",
        "# determinant\n",
        "detA = I_xx * I_yy - I_xy ** 2\n",
        "# trace\n",
        "traceA = I_xx + I_yy\n",
        "R = detA - k * traceA ** 2\n",
        "\n",
        "\n",
        "thresh=0.0000001\n",
        "\n",
        "# Create an image copy to draw corners on\n",
        "R1 = np.copy(R)\n",
        "ig=img[:,:,0]\n",
        "# Iterate through all the corners and draw them on the image (if they pass the threshold)\n",
        "for j in range(0, R.shape[0]):\n",
        "  for i in range(0, R.shape[1]):\n",
        "    if(R[j,i] > thresh):\n",
        "      R1[j,i]=0\n",
        "    else:\n",
        "      R1[j,i]=ig[j,i]\n",
        "\n",
        "# cv2_imshow(R1)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "### Your Code ends here ###\n",
        "\n"
      ],
      "metadata": {
        "id": "hu82Rmcy4N92"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "### Retain only the corner pixels and display the image ###\n",
        "\n",
        "### Your Code starts here ###\n",
        "\n",
        "y3=np.copy(img)\n",
        "y3[:,:,1]=R1\n",
        "cv2_imshow(y3)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "### Your Code Ends here ###\n",
        "\n"
      ],
      "metadata": {
        "id": "fnCPXrKL6aDl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 370
        },
        "outputId": "f57f8e2f-1849-426b-d133-77fe2def4fdc"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=454x353 at 0x7F8A18AF5F50>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Q.2 K-NN Classification:**\n",
        "K Nearest Neighbor algorithm falls under the Supervised Learning category and is used for classification (most commonly) and regression. As the name (K Nearest Neighbor) suggests it considers K Nearest Neighbors (Data points) to predict the class or continuous value for the new Datapoint.\n",
        "\n",
        "Download the CIFAR 10 Dataset from the zip file and experiment with K = 1, 3, 5, 9 and 11 for each of the following tasks.\n",
        "\n",
        "\n",
        "Compare the above mentioned tasks in terms of Accuracy and observe the variation of accuracy with K. (plot Accuracy vs. K and infer)\n",
        "\n",
        "CIFAR-10 Dataset\n",
        "\n",
        "![Picture1.jpg]()\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "In both training as well as in test data each row stores a 32x32 color image. The first 1024 entries contain the red channel values, the next  1024  the green, and the final 1024 the blue. The image is stored in  row-major order,  so that the first 32 entries of the array are the red channel values of the first row of the image. When you load the training or testing data the corresponding labels will be automatically loaded.\n",
        "\n",
        "    \n",
        "\n"
      ],
      "metadata": {
        "id": "Axowk20r71cb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#### Your Code starts here ###\n",
        "\n",
        "import scipy.io as sc\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from scipy.io import loadmat\n",
        "from scipy.spatial import distance\n",
        "from collections import Counter\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "\n",
        "mat1=sc.loadmat('/content/CIFAR10_Train.mat',verify_compressed_data_integrity=False);\n",
        "v1=list(mat1.values())\n",
        "k1=list(mat1.keys())\n",
        "\n",
        "# print(k1)\n",
        "v11=np.array(v1[3])\n",
        "s1=v11.shape\n",
        "# print(s1)\n",
        "v12=np.array(v1[4])\n",
        "\n",
        "\n",
        "mat2=sc.loadmat('/content/CIFAR10_Test.mat',verify_compressed_data_integrity=False);\n",
        "v2=list(mat2.values())\n",
        "k2=list(mat2.keys())\n",
        "# print(k2)\n",
        "v22=np.array(v2[3])\n",
        "v22.shape\n",
        "v21=np.array(v2[4])\n",
        "\n",
        "\n",
        "dst=np.zeros((5000,1))\n",
        "d=np.zeros((500,5000))\n",
        "m=np.zeros((500,1))\n",
        "m1=np.zeros((500,1))\n",
        "for i in range(500):\n",
        "  for j in range(5000):\n",
        "    a=v22[i,:]\n",
        "    #print(a)\n",
        "    b=v11[j,:]\n",
        "    #print(b)\n",
        "    dst[j] = distance.euclidean(a, b)\n",
        "    d[i,j]=dst[j]\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "### Your Code ends here ####"
      ],
      "metadata": {
        "id": "X4_bBjLnC6QI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def my_cal(k,d):\n",
        "  k=k\n",
        "  d1=d.copy()\n",
        "  f=np.zeros((k,1))\n",
        "  m1=np.zeros((500,1))\n",
        "  for i in range(500):\n",
        "    dr=d1[i,:]\n",
        "    dr1=dr.copy()\n",
        "    dr1.sort()\n",
        "    s1=dr1\n",
        "    x1=s1[0:k]\n",
        "    # print(x1)\n",
        "    for j in range(k):\n",
        "      p=np.where(dr == x1[j])\n",
        "      f[j]=v12[p]\n",
        "    f1=f.copy()\n",
        "    # print(f1)\n",
        "\n",
        "    for n in range(k):\n",
        "      for n1 in range(k):\n",
        "        c1=0\n",
        "        if f[n]==f[n1]:\n",
        "          c1=c1+1\n",
        "      f1[n]=c1\n",
        "    mx=f1.max()\n",
        "    p=np.where(f1 == mx)\n",
        "    p=max(p[0])\n",
        "    a=f[p]\n",
        "    m1[i]=a\n",
        "  return m1\n"
      ],
      "metadata": {
        "id": "j5JrJxh4a1VL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "k=[1,3,5,7,9,11]\n",
        "for p in range(len(k)):\n",
        "  k1=k[p]\n",
        "  count=0\n",
        "  for i in range(500):\n",
        "    m1=my_cal(k1,d)\n",
        "    if m1[i]==v21[i]:\n",
        "      count=count+1\n",
        "  acc1=count/500\n",
        "  print(acc1)\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "kCm5oykNa__w",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cf682dc5-1eac-40b0-9cc1-97011a19fdf0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.212\n",
            "0.198\n",
            "0.176\n",
            "0.166\n",
            "0.154\n",
            "0.178\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "k=[1,3,5,7,9,11]\n",
        "y=[acc1,acc2,acc3,acc4,acc5,acc6]\n",
        "\n",
        "plt.plot(k, y)\n",
        "plt.title(' K- values vs accuracy')\n",
        "plt.xlabel('k value')\n",
        "plt.ylabel('accuracy')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "oSShhJcHspMt",
        "outputId": "432ee4d6-1984-4d42-9e0e-1d1ba8476985"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Q.3 Compute a Histogram of Oriented Gradients (HOG) for the given image.\n",
        "    Histogram of Oriented Gradients (HOG) is a feature descriptor widely employed on several domains to characterize objects through their shapes. Local object appearance and shape can often be described by the distribution of local intensity gradients or edge directions.\n",
        "    Compute the histogram of orientation gradients for the HOG.png(in zip file). Visualize HOG and report your results. Verify your results using inbuilt function\n",
        "‘ extract HOG Features’ command. Here are the steps for extracting the HOG features from the image.\n",
        "\n",
        "![Picture2.jpg]()\n",
        "\n"
      ],
      "metadata": {
        "id": "RmoyFNcGHMKH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#### Your Code Starts here ###\n",
        "## Import the necessary packages and read the box.jpg image ###\n",
        "import numpy as np\n",
        "import cv2\n",
        "from google.colab.patches import cv2_imshow\n",
        "\n",
        "\n",
        "img=cv2.imread('/content/HOG.png')\n",
        "img1=cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
        "cv2_imshow(img)\n",
        "cv2_imshow(img1)\n",
        "\n",
        "\n",
        "#### Your Code ends here ####"
      ],
      "metadata": {
        "id": "JTXeddW9LbnQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 605
        },
        "outputId": "1b396881-207d-4224-810b-5d08a1515eb5"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=311x294 at 0x7F8A18AEEF10>"
            ],
            "image/png": 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EO/anYBIjI4pZAA6hUkzjqWeHxpjilsdhv9++7Q9v4FOhds2iDBKi+BE7uPQjnpiGKT9//uXN7Y8ePH64bJfs7OJHPrnML85gmEPcXUlLLxJDpzsRuRERBzLISKwEMfeJRSa1gBjUlZiCZ3ZScnGywjzg3ZfyHk7p+n77l3/1y3/zr79QG89OcbqSnKdK0ryZb/b1cWAzZk0CADra1E85TVWTUqq8seVicbJavD5sd/vtMI7zxdLcFAYPrJDNLK4XczCxayYiEAt5TJVRzDxGEChD3MxhROAQLMRd4XBYXEvmGhOTF5qoXBoGsDOLEMBMwpK4QuHuJB73I0AE88KWgK3UdKoLYBIDosfIJ6Up90zEcHLPXnhIcQtaEgRBQX/tCO1qgRbM8zjud5s8jm9eP3/5/Mv1+vU4HZaz9PDB+e56dXlx8eDxZ5A6e52Vq3ZVN6uqXVSpIkrxGTHHaEkOInZFoFZBtGiphE4eCgP36FncnSgBGjWuML8xcbjF6O4UVA9HMTIz1SmufOMJIEblhTt5NwazupIlTgUSCsrXPbqN8h0JhJjcISIOZUpwK9w33H43URPEzKesOnTdbvtqHG5Kk+TEIOeiJ4gi6BTdDyTwXsP93dtXr589ffrJYrUSloDCmZxBViC90paicLyI8objNEEk5e8rcJeTk0jKlsVAwmYOsJoLkrHBXU3dwMwwymb0/jre6+vbz3/67c//6u0wTuqHWeOzObbbzdBnhhBqR7/fd7/94nq/s7Pz2/Pz5vHji48/ffTkgweLRYW6bmeLq6uHQw+1aeh6P83MAjeIqJsbJU4W58qDOI6xwQtxQkzEZX4LRrUQnkLkRMwBLYA8Hn03piSAkRLYYLCAoAJAAtwZzJJYAs0CEzMzMSMEBnaEFii4QSIUIpAQeI8X0oUC0A31CQpmizgS0QuAWIBkFKNyDibITFUnhxLROOW7t6+/+fJX12++dB1X57P5qj6/erCarU7PVvPFzLJOY/fixa9JuW7P9uNhGDJR0y6uLq4+vnrySdvOmMndSQALQQKIiV2M1A1xhi2K+lEmACIyJirMXjA9pUdgEI5wXpFCVIARoJbVVXWCgyAcmBaBmeCCEElA4kp1VxiTJDoC2UBUUg2cxmEB/BIBVLlp6d89QDUFyOHqxk5M9TD0/WHbba/hIxco3IIKAUACMpQr2yAEEkgGE8ZxePXqxWa9uXz4MM3S8YT78SOJaSEJFXAe5OaWkNStjOoOtsQM9Qxnc02pJmQC5yqzUbZMAIU0KQDpwI5MXcBO/rc4g3/HU/r1189//osXw5AB0gk3212ehnHaTdPIVAUeNtnh/m7bbcBMVU2nF9f/8J90s3nbziobrd/3Otli1qRk0zS4ZhaJE0aUPEZOi24W7sFyxPVnHJUdKMRMaY2Z3AKKMPcjDEuB3CQm80yAsJgbvRsV3BE9FTFJcIihYTIWJmaHmSmFjsIZUALiIQhgFYWHCWA9XrEVXU5gOSAzY4qnZipsBwFuzIFsST/s795ev3n1vF00s9l8s7l/9eLb65uvx+5+PmufPP7ok08/Xa5mbdvMZquqbjQPQzf23UGNhqHfbNf7/WEchsPhsO9/xpweP/n+D3/yjx8+/phTMp3g5ETmatlUp8CQ3c2Nj1NxHBW4ZY6bvwwL5MRU2FqOZhUIZCaOE8zV1TxPALlmEnInoeQEokTvoDEwYMQcEzTMTJydrMDLIIh7DmwhwA0iZmYUpiTHrB5iTUMmgjCbmel06O767hViVCLzuKgdXqBrghf5QJQn4ugd7M3r5ze310/6j9rZrDwmhX5XdkIhEZgIpPGmBQyyuJXZ3IXIXInhRcxGzmRO4smYkom6AkyklC0EX+aZAj7nENq9n1P68198++zZHdOSY2YzN80cp6u0JKF71BB+9l3Obw5vXx/2+71Np9vN7svfvnr1+i6xnZzaOHWm1gAuYjFOk8VcI+zHY8gM4RDJxqUaaEwhPEGu0XMyibu6OzMV7ImcQeSisJAsONhockI0V1ECnKKDTuTOLICbHRWwZNHMFBZXiMpUCwocx7nI++jd40GEUPxYjDJuTkchcsiAyWkc+9fPvv322W/VbOj2+69ebe7fQvJyuXxytTo7e/Lg6ur0/GK1PCWmlGoOQMtTO0uL01Mz6w5dPZvJ3c1+d1DNLDIM3Ytv/+r1i18+evTZyfnjR08+uXr8MZMULIpITc2US4vLx+bNiZmMzLOwRJcOoMwcbuUjcjAnK+/SiMVVyydoauTEzCwgJBYcr7HAlBEFDc4c4CB5gZAoenwmcTI/cs/HJskBJ0pwo5A1EDEl9gTHNI55HLrDfc4H4qIbYhAoKzFTUesFPEYFnwMTJYAdm/X99duX3eEHZ2eXzGKYgsmlI0RbOiPz0I9IKDmYDYGdwdwY5EgkppoBIZHErqbipOKsmimTCpAtu8BdrcikCfL+tEc/++mb/XY/m1cpMZEcdRUezEURXsDNJw/ixNzUDt04jrkfhtub3V//9be//uX12UX9ydOTB+cP86ORljMRyu6cyI09tEsxgjrMLdqe6DGp6ABIPb9Tz4WQ2y07EAAtlVkqmEcgoB43grFI4EAhCQB5kiqG0qBLgzl1DwiOiWKoxPE1gMEON9f411aKYumxiQRHONTKLGeAGDK7mSGP4+b25otf/dXL55+P4wiS7W5NPqWGZk396Ori4aOHq+Wync+TyGG34VQTd818vpjNU5XcKU+Tm86qCrPZNM7zmDsRZpnPZ5vNerfdfv3lX/K3v3jz8tPHH3x69fjjk9OrVDXuZpbhVJ67oilmQyYzgJhSAXOK9CAITy6dIFxNEYLNQmUJSDkaXK5EhJlIOJp9UYAT3vFARcaAkE4SWWl8mCncBkdMuXzNcCKJwTmQX/wOwycAI2ya+sPutY378kWjYIrHiRoa8ykVaTcDZKV5GA7j67cv9rutqaUkbGQxIpuFohPmJsaW3cnZjy0B2MWKyFNUFOYgYXG1HLIQIiIPr4Kyk4dYMyTAkKN+l/RvAR/9HU/p829uNA9mGeQswpJQqG0hCBFHc2iYzLN7CpHd4TAN3bi92796efPVF+v7t/12PR4O0wdP7r7zcXeKEyJPKF+HexxFh8GM7PjVABT9GEjcNaZDL2UvbgVnlIaYQHCl+BNwhiCUgYGik5CUFi5JHWwIC4e28whJcqkHYOY4qySejAxHriuUROaZwAYERWHQgJEQgJWUAdUdQz+8ef3qq9/8/MWzXy3mVCfL43Y2m19dXKZEq+VqPl8xc121fTe6yZh0NmsXsznXDLdp6E2zTuM0jaYGkmEc9uubw35PBHPtujyfzZt2dthv+27/+tUv1usXr99+/eDy40cffXd5ckqUgPC1wEDxj4yqiKvIiST+awFrArUO8ISKdJ7BiCc2RlRhEEBJOKjmowsnSdyiDC46bcIRi+PilAmspgApXAZCECHu+b9xC5PGWWMid6hP5toP+6HbOCBcA87UqI1gZUvOYFYiCwGlE8BOhd2OmcWv377Z7LbTlFOTEBw0wIkCFQKZm4MSUMYWmB2RtnhJHgOFE8GFCIZMECYyD0kVm4ABosRg8ykA7yCxhd/bXDqpgThQZOZaqop6MLHFeIdQBcF8CtUOczLTfp/vb/ds9OWXt/fXPZzyqDdv9t+8ePvDzf3Dh5dSxXszA0KWRCRFkG0WH7DDvcgDw2XAhQmjYg9iErjFmXQ2MjJTgzIAKL9TjIKZk5MzVSGFISCE9sQpBk52MuKiRAqSUuio66kAmAb8Y4rMR1oyZuwgOVC+EM45JxG33HfdqxfP/vov/93L57+tU0+8Oj87O7/8ztnZeTtryYKL7odxmIZ91+9Y+MHVg8U85XwQVEyQqia3ajar2qrbddlGM5vPVlW96LrD/d296zgad31HjqZdTXk4HNaHb3cvnv/i5ItHTz/5/U+++/v1bM6cSLiUMihBQBTfXZzd8iCWyzT05ebm5fz5kegBOTMoMRdPX6ig4vFlYriqFcC8HMZjG1sGeya4MYk6hSz5OD6QB2TgioLgcbTDVnB7TON4ONyP3TpQPZETkFjeErI7ZssrmXrd3lJWKoQ03p17OIix3W3Wm/tpHOdoiVLcxGbqIYlAqOyDOxBydjE14+RuZGogO/ZyBgJzbRZwQxByxRJUtKwwIw3/A0CIZ/M9nVKow0LNwiBlFk4JxkcpVuUOh5pPaoNxSyaA77fTV1/cvGm2X/z6Nk8GckfOo799s15v9uM0trMm6izDwy8ENwBGEGYnVtNAtN3hpuWsWg6uNfDG6DGIyD1TYJtFcW8hGhKKSwAs0d0Fxo6YRQkMHJ2uTuwBExmnkJtS8PF+JI3K8FZmu3j+CqnLzGpqUHK4mhL6fv+rX/z1n//bf3l/97ypqJ63s0quzpbL1XndNu6277aH3b7b74ZhMMur1XK1ONve3w2H3Xy5mi2XzawxdXffb98oXNWyTgSWJLPFgt1stbzXYRyVgEN/YBbTYRj2lTSc+P7u66y7u/uvzs+fPnj48enlo6qZFXaYyMGFQWUvLhmQWYAfMYfHuwdRhaiO8juCHhQ+BweIPUaTUEeLcMisAPfQQaLQNwZKAcaqaZlvYgikI07OKUboIEvNM8qgD1Mbp67r9lM+kDvLoqrOSBoANk6L00cffvqn6vmLX/7L9fAi9OJH1tQRGD/QHYbNdt3n/oROhcvtzUzuKkXZgSK8J7wzpIWvrUCWROJQBIODEIoBMbSD2MmYQGrZ3djFyKMMBazxvk7pkdrK2UYWAUAUunMqQz/YUQ6qwwyZQIfd8Otf3wC0uT2E7QLOiun25nB7t+6HfoWlB5wKYxI4zIsDA2ZwFUohNCu4BXB8PhAgRanB0ZNZLvgrx7xjxAIKxWmBdNkROvbSBYXRnJ3KQwZ3P5rN+ahqByEMNSyhAzQpUiQHKLh2B1l4SsNr6oy+P3SHwy8//9lvv/zNrMX6rh/PZrC8uX1zenJyfnkhIlW9BHx1ctJa7vY7SskS5otlM2vr+ayZz5YnJynV0zQuq5SnUVLq94ft5s6Ru8N46PfdYc9EVQWSKmvq+6HvdsO0twoVVey637zRYbNbX//ql//xez/4+7/3wz9u58tAQgKYKd1KzOQkIa5y18CZQvfIXIZExAhWHvviZ4suBEeXiTvZsYg5c/i54FBTckllcqDCb1lRLnkwX9GTOReVcbmj2AG1bGbj2A/9WnPnxFVz+vDpH9ez1auv/1zX3cMPfvzH/+h/OJr202Z78wqTQYCjfIMZomAgT3m33UzDCDeHESN8+U4eSGYxqsGJisHIuXjTSu+OcrD16Kkk9vB/E4MhzkSmSZKZOjnMwA49dl/v6ZSiTGRBzhpLSlJn7kCcuBltT0jAVK5TnwhMlCz7/XVnMBiYOaBZhmzW3fX1ervZn5+dp8RGxhCGTD6FBoecQlpXei0DPCQyEgR86POD9izSQihxYSjhCIYOhRMgZmGJkTaAjKiTLBAvIGQyn8DChU4N74kc2XUnTmByFjOlYgRL7ubuLEweUjiFH9FgosN+9/b1m2fPvvn2xc1ywR88OlkuTyaA3Df7XTccDt2+73F5cX52fnF6dn52/oBJRNAkXs7b1erk5OyyqmsSrusH47C7v7/d3N3ud1si0mz7zd5gq5PlNNapnmUdNU/dYVM17WyxgNmkUz8dYHkat8M4tcuHL55/3razjz/9vXa2goPCh8Dhj0RkVoTJI94diikmmCcA5Z8YEvqc0DC6qxMJ2N6JsYqmJ3gyIie1HO76yZSlAJBRPUOx+K7iq5tEY+xsmADKlqP/1ZynaRy7g+vEUj346Ef/k//l/3p5evFf/z/+Tz/91/+Xq0ff+c6nf6CuX/72z35d1zQONB4VKcXhA2J4tt32bpxGM3AKjErNvNyLVMQOOIqzQETKBCdmdyuqKgeIUqqymiGTO1NyByNlH0FeujeuTCd3j0cFx+H2vZxSrhKN7O5RMZiEUoKHUjvTO3sHTCmjcJ/KgW6BnMzejY6EoZtev7q7X68/yI+laqO5MM/lejQnckblpAXJoIJe2HHARyGgi8YIrpEeEBhmXLYc2hEKpUIgHtGmCSGm03gKGcSg4GwCqvWjfyq0wn8Ta0bBDYuwiYmOMjeQ5kyQrGOepvX67puvfv3Ln//lt8++GHu96zLp9ny++PSzj6p6ZpZnbVvVVCU5Pb2YtYsxTwbAva4rrur1ZjNM0936umnns8XS1auUqrZ98vTTrLrf73brTT1rd/fb7tCJ8NT1t9dvUsWPnzze7w+77ZZIF009a2ZT7hORm16dziF8c/1Loe7xB9+fnzxgqRzu7kKhuAilLh2rXSifQXScC+JTdC+SdBxPLxUgr4yfbv7OMRcHNiAZKyLhEG0xw82cjbmKeyr0f3HROtTKRBoapikyVnSasvZuJlx9+MmPP/n+7wvL7/+j/+KXf/7/atqTxfJEXZvZMkmbaqdpiKYnxm0qTxMOh8MwjGpeIwU8zMwOc9UjLVckLW75OFg5E1tBNCGSHGwOEWNOZpVaLtpm4jAxukDdWMQBUwDZGabvTcdLxEeZW+gElMBS1clby0Z6bIZgjlxg86PzkMDmmYNLBAAypdfX9/frXT/0TVOBYBFjUx6KUF4pYIG2enSxgblTcOsFhHSb3im2QgcrXChytcxHlqjYy8tBo1JEQGAYMlMiOKEC4KbBiFJgj84F4wSKwDBiG4DS5LuzJMA056w6DftpHLab9cvnX3/77MsXr56t1904uhtevRl0epE4f/rpZxdXlyzVlAemxKiEm5PVPNVS1Y1IqppGJCXh7Njc737x01/nPNZV1dTN1YMrYTnst7vdttvtNts7Nz4c9sM0VFV9trwgQnt5en6xuL9d101r6n2P2+s3u+3+7u5msTz/4KNP7tlu3r588vTHjz78vappoyQxwptqEU0Q1PHvUBfEu455jeMgFxO6BziOwjcGFExhh8sh8Y9C5iWvwc3dOCdUMYzCA2d2jmQccJR+eIGcQ5dvamo55yFPkxMD9f5uPfUDz+f7+3tXCFXBvLkpc8OiKWViPapgwAALwXzou3HoSEO0aOqhVXV+h9GXNxW6ZCpgIrkEQF1qNrsZWWgwVCipT07OnEK3FOydBmsOBUdExnvDeN2sPOyu8ETEQd+/61XiqMBhGCbbVzwHebgxi5MzBGRgZzPNt9f769v77tAvVwsm9tADFuVlSHkoQI6/AdMUTB/hNECRpsMtdAOh63NjRNIDSj10NwUlSl6qanTUeMeyu2dwCfOIjicaNwI5aZEAIJlPKEkIZSx2N5Cr5jyMh/7gOh0Oh9cvv1nf3YxTf7JajMPQH6bytDEdRn9z1y+Xr1S78/OHDkyOu83GQReLi/lipUN/2K1JiKWmJOqk5qvL01nTpsRD17158/xXP/vZ81dvF8uz1XKemIjybLFMs5kwE7xtZ1nHrts8+uBRtx+/+PyXJ2fnDx58cPkA28P9ank6mf3mN79mlmffPvveD25/9Ef/uGra0MpHH8dUuQc1hSJZgcWsGFMAFTGdMaiIlvHOrepBLoISkL3coUeHkLtqFk5gI2MjJRZTc3JiEqnMtTjpC0TlMaQ6zFTNzdUsm2o2V7i+ff7NX/+b/2Z1dvHzf/v/1rGbxm4c+jEPfdc5S1XNBvSA8tGQzMehMk9Tnka1TAmpanyiPExA9BFuQbtZfuceLBYQIJhIhEaOElHOxe1PZjlmBHeNdoGJiYyYSAPdpOMc8X5OaRBZEe0RrSAzc4QPeZQZKUQ03FzVh0QNc2WeuSQY4Eg0OkEOu3x9fb/erK+uzqgYRvlYsYueLz6x4OjcnUHZFVHYAZhGTQuFpSEHW3AElo4DhsPjmYDGhAkmhbEJF0lQIfKjlwlFuFkOrjUahLgzzEo7DlP36PwxDv1+t52myTR3h+3Nzdtx6parmaM9HLqqEmZqWup6M/jV1WmeGqdlOztj5vmyTXVrjnEabt5cb+62akOVqsXJShJOThaSajUbuqbvhn632e12r55/3U3TYcqHu9vb+5uUeDmvH1dpuTwZum7bbe9vndhXq+W423zzzfMvvnr59BP+9LufCnPTzjRPuR/atnGirtv+7Of/zeWjJ48/+lRSVaogx7BtTFWwYQ5jSuQOYotGKFA4i1GgqFAKxhZfDzhyCREK4ZJO4mXKJQexuUKLnNjh7OSWJTXqxmGfjiHCzdyJquyqUy5n1SaYOo/73fV//Nf/FUt9/eaXplPf72+uX43TsL27YxKluPOCgHGpSIAk4ATN0zRNDp/Pl007P3T7u/4tGYkQIHGDe/EAlTfIBLCQG5MgHFpw0iTCppObhR7SXQkEEvPibWASMCKNCW7HC+Q9nFIumlojcLiRpWpTNU1jJ1KxCYEBgU9OZp7LXOLO0fe7McRRdC/MKY/66vXdZrufsqYqjqcIyCxHY+qmIDrai8OdGRCZsbF6jgIfUVxU2JH4ICIHCojkLJYCxkZJdiJPBC66/OD/4LCiSSgBh8GXaZAzocLN5QmMOdnd8tR33X630Wm6u3mz3d0ycd3WTbV02DQNTD6f16tVrartjGdNPU2HP/gH33/x/HVKvpw3p8Pi4cNHDx8/GYZx6EdDHofBVNMwM/O3ww2nBHNVszwcDpvusJ9GPb94+Pijz0z9/v7u9u7aMN3crdvZYtBd33Wz9ow4vbl+44aqalbn7ee//IqofvrxE3IFYbu5rqp2miagqgRf/OovTs4uV6dXoYhFaGlRBlOGGIAgkskZqUS9OVHkpCA5aeiHzIXi+bYjW0XmxyiR4w0ceK4yJYeb5kCQiBI7l4zS+LrMw7ufpCZOlPOU9zbFgAOGmQ952m3uvgWnYVhn3a7v3nz71a+7cX/7+msohCp6Jyl2QDwpkhBnMjfViYTni+Vstsim6uaqLA2Vp4kIYXAJeUfohJlTKtJ8ogg+DJ0/wFre6hHLRHSADpi5E4ubgthsfF+n1CmiHIsYhVyYDCBJtY4DHVXrXtrQrDZWMouskHLzlSNk5kYgGF2/2d3ebrpDP2tbEBVdC0gtx1slZ3N3yygImQGAqYOPOTMgwFSPI1PQyimiBIXdTN2VScAMA5ExJVJVCtYOXqDxEi/rIdMmAcCYiMXJSR2kR/6Q4eZmqnkcut32fr9bv/j2t9vNXVNXq9PTlGZ1VadUD0N/2O0SpwdXp29u7huh7332JCX+ve99+vEnT7/86sv9YTeOh/1uu9luhCuRqpnVVZ1OTk6Wy5OqSZISJ3FY4mro+pu3PPV69eCDBx8+Esj6fn2+Wjy4PNtstqpTVc9Pqnqxyn03TNMoaTb0o5Odn532I/3VT381jrvvfe9TuNXNbL25zjnv+0kne/v21eMPv7s6OWeqrTxbHPhkSO4DUDhyUQZzY2XEgBBWGOEC6TqDnQIt9ZiJtET+xtgZfuxgJAOsUo9YDgpZaDgHy90chviqniWpp5zX+XYaelW1+KtcVffDsCaSPG1Nh/X1t1//5i8P/W5z+8xcwY0VzWHxA0lFrPEQqbvXdTubr+q6Sim5+5RznRoOwb+zWg6O3LxkdBhFQAG44F+Velb1nNUANfsdmunROLBIMg0LAIjYS5zS+zmlwUaK1G4GttIcSaISzwgiIZcCIHkG3CwTVzhm4YHcLFMY80iI/f6ue3N9uzt0q9OlcEUUyH7JXLMy5ygUTgYXChF0pGUAMAPBKG544ZLMCTq63rz4QkVtJC/KRvMjd+c5MCeio6I7rlAU/5OSQ5U5YvLCZsnupjqZWR67+7vru5tXb15+0/UbEaramQizIeesOQ/DsNvtNtubdp5OplkiLOezP/rj36+q6uLq8vTk5Obmteq029xe39w087aq2pkv4HR3fbs8uWmbup0v2uWqPxy6w4GY3Gm+Wl62MzOdxu70pBXOIrPzi1Nz9N24vb/94OMnz795tt110+AG225epaq5umguL5/M6sWU6fzs4v7+pqnnqtuzk+V6012/ffnn/+6/fvTBp5cPZ0IS1wEdbcvu+R1W9o4oRJhD3R0ukYMRKhHhCCYgAjBZsYkHLxDZUeRH1wRiguUjSe2uyJHkaccwSDewSKqaqqpTn8xyP3TTMBKHKM/UVXUAFbXZfvf21fPfDMNu6G5ADVtNhRICJXAiy6BwI8ONqJ0tq6piKdhnzpqzNk2lngtayA5wCXIDOTh6aHMwQU3jLTpIs7qRlfTdEBFzREaGMERIVBVM5PK+TimJhMhOEjVzskksp4guIGKmSlBPBe5GkRCAzI9hc8LuTuzsJUfXHH03vXp9t1lvHz64ksrVpjCh4J0MDcfsaqeABuOjyzYJEqAlkQiFkyFC9GZW1DDhtUFEBVExlDEkoABDGMrLXAqAQOGh9qNTjqBOpEQB/GZ35Gkch367vX3z4qtXz79U7QGG83DoxyH37cgVV6kZhn7Kw2K+6A6HB+dn5H1d4eri4Tdf/Wa1ms+XbZ5OU1ufXjzY3N0KI6VqsZyfX1yo8vr+5s3be8jd6dnVNA7T0BN8NptNXe7WdywwtapuunGahmnc7Zx8Np//4Cc/cEM7m6387P7+7rDZSJXMNAGUqq5fv36Jk+Xs6uL8sOum0Q7bWwOqSr767U9/9hf/7T/9F/+LlOqAjLzUqLD1BkRrXIZ++htgt8SZI/i7yBcql42Ymofyzk0oBboeB/0dghETbJQDkDtqNw3hRDx4LCIizJxSDaZx6vuxhxOYoA6oWs9Su3du45R3h/2d6gA4KBHXJEIR/SDgRE6eJEywSFXTzhdVVYGZpRJJWTXr1KDmgmkhSTJ34uooGXcjZU8RbBvFJbwyDj968gpT6nGroU+ozSciEoTC4/0pBB1cycnV/Dufniya9u11fvNKRxIQrIzL8eUZiIWaZlY39WzsMpkUnzRZaJQpzijYJr5+u7273w79kCSsRYoiNDlySgSEGIQiFMTcI5WreCDcjEJW6HBIGSjAIdznyOPgoE+Cb4ipiZzgqsxkIYAjggdCVmCu0tSVO5mcJiaepqnvd4fN+tWLL27fvshTN/S9OmaLBU0jq07TaNnPLq9ms6at5cMnT4a+qxJPeaiEnz37up3Pvvriq4+/852PP/1svx8cODm9aJqUOAXxe+j3zXy5Or0YusM0jDBV1a7rfvHzv9Rpf3p6Pp9fzJYnixUzoV4uTtp2NpvPl4vdZn/95trBV1cP4b7b3JCysGTP86qeLxZ1mvX9cPvmpj8c7u83LFbPFqvT2f395q/+4l/95A//9NGHH7vHnC5uyiwAK0YyYggRWzlaUDcJ7LBkrRZPPBERKoixO4mR5SjapdSHaJa82OfhsBxQQqRnGGsR4gVdQcySmJlFWFikmrJ2fa/ZyIQikN4ta2c2gtS11+kw6eDmRJN5PmpfShFmEWJlAjE1s3ndziVVapmZUqrMbJqmrBNLIubIHBAudhqCOME9Z5v8HTcXRatoMqRozK0cBLgz1QpLjIzRHOTJ3h/GuzipP/vo8Q9/8ODR5aLb+DTev301EoggTBLoPEVWm6Oq08OHZ2dnizev+83NEARvhOuCLGSFMCfn29vt7e1t13WzZcuRYBAnMwJNw9Xkau6GbG5elj7YcdbwkgdtYgSCusV4bETk7Gq5cF7sMCUWdaMSOxJ3adjKA0jKiMEDSlxFxQ/vLJO4YbLx0B82N2+fffXz3eZ6d9gM45jHsUqph03UHvqtup6dP5o17byRDx4/hI5d4tVi0TTzVOHly1eXZ+dZ/cvffnk4HJYnJwQmzfv9fsoDEZ+en19dPaxnbb/bmfbEfLZ4pGr92J9cneikh/U2VXXdtESSx7GSyYi3/XDYd9M0nZ1ftLN2u9uOw4FYbq9fpJSqup6GPtVzne5ev/h6v++ffvTJ1aMPXr9+RmNPLFMeXr387V/++b/8F4//V5JquKtrKXdCbALBMfsHR6aYDQCUyqIFZQI5l7QUWIQbM4uxo+zXgboxAFMPtD0qbAAWpi4Ey8Q1zI2UQFKlqmpEquhuqtQ4bBj7aYrQeFOYBLPuKdLhsnZ56syUyJhGWJEhMCP2liQCgCpVJyfnTdXC3e2dORn90M9mc5EIESa4OZF4kbiUBFYYebQAAstxWRAxcbF4UInfdoda0Tw6UzomnFXv65T+j/7n3//ko8sHl8v9bvP53cvbm4GMhSrhKlQpXOz2ErTqxYP50yfni8XhF931eFCYE0SqND9NbV0fdmPfkU603043d9v9YX+mJyTVuzyUMJDB8I4RjeVDCLzMIwbKjpFDiJjp4LDinBucDBQicIdbdhZyp6Nf/ihEyYFnlPcZtL2zO0I2F4pCtQz3fji8ffnNt1/9dLu+3u/WIjXB3TJxmnRaH+7V9Oz08vLiajar2qZuqvTowSXoQTObX795PV+cz9pNNwx11XT99uWrV+3drbtrhG6zNo3UTQK822+nPKUkq5OHSSoiO/HV1dn5OI77s72qilRjP1mVxrEz792Q9x0La86b7frQdauzB2q02+z6Yay5Zqbd7u7m7a5t29Q0k/aPH34yqd5cvxinTYyLn//83//JP/rnjz74xMkYxEjqmSFH/oyOMyncLSRXf8PRGWYX02hGnChgXneCOSJdKcgsAyh21gSSUiS0hGOWQVxSBhZm4dJiMBFVVV1VbTGyQtyUnIiSNC10z1SDWFLllGl08+x5dDNhmIClhO+LIFW4evTw4vIhC0+azYzgSYSZxtHGSVNdcBf24/RVGl4A2UmOd6mB2SwkGQmmxq6mx76/FDmoEoeon2BG/N5O6f/4X/zprK2Gfv+z12+++M3t7U0uMgfi48qW8ECxu2lWIn/wYHFxMe8H/e2v1jpac8IfPj396INl7vDts+3zb9cgGg7Tqze39+vNwwdXMhPnY1IOgRCLmKgI50tIZvit6Ygzhf3XJU4aFZGRHdmCuDSpAMhwMxIO7WoM94XfDS1ncMIllt3etUpxg0zT+PrFt8+//nzsN8xWt7OKq0N3pzrsd5MZjdrN56vZbO42jP0BOjDz5dXjbr+zbPPFbH13k8fh/v7m5OxkMV+q5tv727quNI9umC+XTHI4dJqnpmlSquA8jdOgg6kmYSKXxMvFyTh0h/2hO+z7bmTBCDUiB/X9gVzny5Orq6v+MLhSO1se+pvr6/U4UF07S103q1HRLh8AXle1jjTZtFxd5Wm8uXn5q1/8h4ePP2IRkLugcjbLLOxGTmRGKPsiCCD63bmNXXKVuYOtHOzijHYiBhvK7G/kRhDHBE9+BAGi9zkGH8YaKxAglEoVcyXilKq2nbXNIvKQwSypvXryw9PzJy+f/YebV/ec2vPLTxQ+ad/v7w1uZgIogcmFSYBUozX59LPvX109lkQB/8QPlyT5cBjHYbFcMnMJnYjQrAglYwlOX1UpFgnBmdwjRBqhieasGU7lXXikSwuVZ2kqdN77OKVPP/yg63e3NzdffXXz5Vc7yzNQfAslW5WRGJUCIM86DIM1i/bifGlMOaOf9LvfO/vs44u2rl68uP3mmwi2mybLb17d3d6s+4/GummPhTXIpewOVaWi1yKygiyZWXyfRpYg76RqHPnriDlJik89tIrh+KPYqxDuZKfCClLgkCFhMNcQKUaYY0DqmvXNy+df/uav+/21CNVVazqMw/5wWHeHzsyHfjo5v2jr1k3z2He7Xc8K932qu/12GnOqqtu7m9ubF/c3b+FPct+dnF3NZ6eqU10155dndS3uKedp2N/NFk1Vz+p2Nk55mjKTz9pZ1mm4H/rDQBXXVdW2rbAc+sN2151fXPb9YRwGkWq72a7vtuvtbr3evn5zfXd3UKNDpzCSuvr2+bULffjh4cHlpeXcLk++/dU354Mxw12++OKnP/mDP718+KiADAUNinkh1MwON6YUclVHBjJ5MNKxGwfuMCqr34gykbsGnZXMNTpdoEhUiEviGYjVJ/YEeOCCRMJcsaR3t1hKVZVaqSpmIgioaZrz73zyn53MH6SK17e/aecPn37nj9Stm667w63rxKE2UBQcjCklOr9YffrZDy8vr2btomiHiYirlCqzPIyjZU8NMyE4FaYURUFtimzCWDcHTGF6BUBO5sflFww1hBOIOTmKmYEi3Ov9qe2JMY755u3617+62W61TYwwUhcPCTOJUJVdIqbocBjN6fzyrJm1y9M5nB5crlbL2e31/d3dcP32EGMhiO9uDte3m/2+W6wWsdKrrBchMagwuxOTupNSsJomEtEQ4oWWYiYSSRFxElsh3DUkbNG5HNmWWE1hOIauOJQ8GmcyL3l5TFL0qmUtGnab+1/+/N93h7dN05ycnh8262Ho89S7es69Ki+Xy/PTSxFBzsK0P6yFMI1DnkbN2c1A3h92pntg2G1ux2EPqi4uLvs8Hfrt/W/e1lVK7PPZkpOo+slpy7PUzJo61cMwTHmsm6adt/N5dkaSup43mn2+Wm7W27evXl+cLI3o+vWz7Xa933fqxjJbnZxf341398PQuSR4j7bh1Wm9229UNQnBTVK6XQ9CEJYX3371zde/Or+6fJcJTkd1fIRpoMSwWZFaWuWQsIEC0fVyKd8gL3XTAi1UTMUFDnis5YDD2JDDnynxl0Y3Sc5cpbqu65pF3MwURFLVTSUVEQxKJpZ9u76uZLHfrjXnSHYRYrKU0tylnsY1fHQHGYiFCZX56aOnHz797ur0tG5qs2ymRMJMSZK6DmM/jH3V1qBAKbyo4lgEUMtgJWdXBSf3HJGFkQUUv5+4ksL8Kzxinsksu/lROvJ+TqmZTdrvht1u31PwvC7Hlp1YEhm/kxEzJchEhKZtT05Wl1dnarltZtu79Zs36y+/2nbdGKJCQb3Zdq/e3N5t12cXJ1WThJK7UdmTQoB57DcMnS9MmMNQzEjmxnHVkpkrwhgK/G5fGzERqavQ0QsVarajI1ctF22+k0LJEaQohEtapfuk06sXX+9313WbVmeXY9f1fTeO+3HsiTmEB5wAmrJOpiPRZUo8Dd2h3zKcQZzYVevEbTOjU3PD/e2bYchT7s/OzudtU1eQVMOhGHJ2g/E+gXiaxqpOcJuGkbGYxmnsBzev6hncHn30UTtfPnz04cMnH7x89s1sfjopwLXh7aHrQTpM43KR3OjV2G0PdnFZnV3w2dlqsVzcXt+o6jjs5i1t9zZMLmS//vWvXrz46od/8Md1VUeAPRgF9Q392TF9FSWKgBVljC+wUqRhQZQyU0TOOadiFnU6fktHW5tDY40vQY3pKNVmdyeRVMX/saqCRmZioapuWZIjA8M4XX/123/z/Pl/3O9eqA677c3zb3+mpuvbZ4CwzEkGwghAUizaTFLzh09/9OjR07atmUuI9Ts5PgjjNPRjP7dVBHwTR5p+SP9KvAsCPQaKyKUYiQimLOIeYRRHlMRKTwcCUTKd3tcpZaa6qq6uTn//7z3a7d50awEx5bIdLIIzI1olSf3w8fLT71ysTmYsNJtXJ2mhZodDv153X3+9efN8TcrOMX6IjvLy5fXdzf0Hjx6lJJ480qULXXn8AAlgSbFIEx74v3HJ+AwNUqHjYuVbmFqKu+UYHgUgGBuiZJ69JICGpHtiZsRgBCdP8IAMfBqHZ9/+2mzSyXQY+2E32cDMdd1O434xOyWRWipGYkkXF1dE3DS1e577YrVa6RRsSs46aw8zO9Wx74Z+3x/ubt5iGnfLxWUSEZHl6apt58A0Dv1ssajapHkg9sXivGpNx6nrpr7vSCBN7SKvX7z++LuLoRsuzq8kpS9/9ZvV8nR9d+3ObXvad9vNZnPYZXe7esBTFjJ4Npu2m9vax+18fgJguVpM3mOYEqxu7NWLb3QaPSVY2dTB9M7bRICBInjrGE8XpkQv5E3BfojIw0ovgIZFjZzhbBxZ4USQAgUCXvYik8EY7OTESVItqQm6NPAqZqqkkipxqkDJMaoPff92HGZT3hP5NK7fvPzcnMd+R8eSHfOLpNL4zdqTx4+/e3p6UdetMCMRqxfMkyVxtd3vh2Fw07A6lR1iJe0BzNCsRCRSZVVVB6SkB6vGAisiNjMuqcjMpWsr2Ph7nEvhaJv5B4+f/OHf68aO/vov9/d3mZyYK5HkXgnXocVdzupPnp49/fCkbXwcdmPDVVUz8TT2u/3w6sVWBwAOc2JhYjO+vt7e3m66rmvnjecsET5GYE7u7JbZOdsYGUsWCu7y/aIoEIjVcko1qABwYTsyL+sMomwfUwVgVrovAqkrIj3UijwTsYUgqFbibr97++rr1Wqep5xNE1fC1ayx+/vrcdzXzbyta3ft+83l5YeJZeqHqhagrtvq7OxSh14STeNohsNsl0fFysdxWK+vzVWYpu6+y1PdzHfb9Ww2O704b+ezPNqw35xenM7n5yIpCd3v9qlKM14cttttXs/mp0b6xec//+Djz4ax1zydX55utzfnDx5st/vbm9dddzhse1MioGmTqaeaAJDbMK5P+KHp2DQNCV9W7atXb5qULi8uTs9XIglHIf1xsWJoVYpq5MgUgiieUCMTd6gXB65DQQLPxCxIoLhPPCbU8jPhR37fj/iuBWsROINIJVKJROoNSJg5NLbOZaucuQKJAIeLBRCde3V3M0gCkr8LgnQSSQTiql6dnDbNLEnspgoyrzAtAKY85EnVXIpBiopFsvgxwkQVGhtHiTIuoiq3mFlDu8pUdi4oEQvHovbwOb6fU3p/v5mmiUCPH53/wU8eWX79F3+x2a6ZRUAwyzB7J0RidrOhH/f7PqWmapomSVWntFjUTz5avX6x3286IoaVrJPNpnt7e7/b78/OT0GYbCQmpgqxacPdKcJkEPN5IDslKo0KKRCkiFOsJ0MJeCkxXCjut/JdGDOpZ0Lsly0qU5Tlv8QcwckCN+K0vn+z2980bZq3S/fJdGrn837XS10v64o4LRYn2/V11dR14mnq1uv1oVuI0OnZqU6Zgaqq23o+jJObjxjM9OLiA0m03x/ms9NZOx/H3X6zbhdLSdJ3h9Xi5Mn3Pt3t989/+/nU5/nqZL46uXj0eBoOaiORVFU9TVmq1I36xec/ffz048393Tj0p+en2Xw+n3/7Tb/fD1Vd7fcTHC0MLd3c5Lals9PKcn7z5rWQjZmb2UrJdXQT6vbb+5sXOY9VUwdaXuxK0cG5oqxn8DC5BYYUB1MR8l0TrgB2z7F+pnAQ0dOEUF2SxcYtD3qCASuZ3ZF4U7xI8X2hkDSmkZNAoUkLdWEI7oiYmbxyz0BobBTIDsVRkPiu0FSprqqamdScySc1U8+qaqqm5q6q2caQ3eJ4H0S0cvFFksA1ggYLOQ8vkTR0tP/h+NrLpjx3I5bkBrP8vk7pv//znw2HaT6Xqp5SoiePZrcfTr885FElEB+WmrKQ0+4wPPv29mS1bJrFrF1iFYwNmnlz+WD14x8/7Lv80794NR4mC1CCUh7Gt2/Xm+1umqaYKNkFJRc34lCdjjs5yll9x7I5wSO1iEowNECUyHFcWRums7KNp+C6RzEviIAIGy2mmzBtlNWDzIBv17ecWPOUbWxkufWuckr17NFs6eY5j1WVhraZtyeax360u7ubpnqbpK3ZW9amatyMpTp0hzxNiWWYpqpqT08fsWxgDrXV4mq5vNhvr5tUL5YXk+rLr748Ob/4+LMfXb95dX97vVlvk9TLs+Xy7LRK7fWb17P5crfZZ+ftZrv/1a9Ozs4397dV066WJycnp5cPLu/vv3HHbF4R8TDkpqIPP1h8+NHjPO1vrq9hQ9vWoKRmm+2aBaeXJ+T9s2e/3ty9PTm59Gjy3NwhMauXOHd2C545uJUofF6UnJBQBSLOhBNRCidgePRRMh+DxbC4t8vFzSm0wYE9lZQwdzM15xBTEElMNoREzkSVYhSIg0RaxZZCthr6fnPAw3lcTg9z6IoigVfDG6xqFn1WrPPiwixK4jAp6njkcaksnjuuUYv9gG5AiWVjh0bch7mF+DEUWcwwzRH98b5O6X/1f/2L7dZOT6vTc748rXXycbRyN4Ul3cOAJDn3z17cZOWmPT07v7i8omGYdLTJxsWi+eijq36Ydvvutz+/n8bJYQTOGW/f3t3fb4exb5pKKJUrLuAIWOyCcS/lvFj7SBwWi+dKa+YwttihbUQSIZTFpeHvtpCV8kzHWcvLMiXmQrcWt3BQEc6bzW2SJuvE5C9efDlbnMwXZ7P5ggh5GslnqtPpyXkehqHb96N1/S6hYe/z1AlWyNN6fU8iY9+bQSp2hSmYpJ0tfHJmnsYxVVXTLnPW/rBr58sMu3n7+uT88vziYdcN+916mvJ4M3WHrp1JquT+9jVJypMwt4fDgfiwWe+z3rRt07YV03h6Ptttc6qruq7amTx5/PDRw4vVfLnZ3lVC19dvx0nbhZhlU1+uZmen7Xbdbe9vf/HTP3v80XdFUglGoSPW5kaUQpcLi5hZcptQ1nWThpyktLEhVSLEmrbysAI4AjauJejGHM4lORvEZQFPoAxkpqFRQRkNiYhEQq4YWwor5saLi6OGs4OYk1HZtxajqRuZa6ydYarKXA2PeHTycHqAQHWdYtk6eQhSQVR2PQUqDcBBwknJXJ1isYipEQIcM9OilQzuJfKAiEjYcfQavI9T+uVXa8385jWIra6tbVud0jjlQNuZxRzMwlYD+0nzq1d3X319+/STR4/76ba72+47m9C2KQkuz1ff/fR8czu+eXGwnCNxe7Pu7u+3Qz9hKWYRLA8p5DaVrwixncNLzlBwOYZ3iUpWxgUjUSJxosjyZODdZrEgeI6uBSKSo+wNxwC0MmIcBfcOd8/GNdY3r7p+o3lczFcnixWR02yWh96RxsE7zevNdrcfNpuDwM5Pz+rU1JxMp253b+QAh5BNqCKSPE1tMx+syzoRJHES8KHfas6SmqpdaPa7m5u6aqVKBDPk9fpufW0Pnz4G2Wa9q+oqNYv9bnSzvn8zjd2bV183jTfNCjAmHLqxmrytm9VqPmva/nA4bHc5T0JcVc2Ura4kGz16dEVczdpWJ92t1199+fl2fX96fulR7pyMC4ZnXj46MzUHuYZOTGM1eFAoER0aD3g5mQVHDenXMQC9QHfMyYtXNdZSFuE0ACDDq+iV33nBmBJcjhsQASRmyQ6DhtIhdm+HeQvCjpI0RhQB4QLIu4UJsZn6+KO5nbXLfFLVNY7haUH9MrMHLBTAJJG7CQu5Hn1pDC05T6X+x7zKEuI4ACIpFBrv65SOfQ4PV1bNe+oOowgszPZMzMJWVTwbsY0LPVu+vz/0Oz3s+s394a9/9uzuerq8nF1czJqac+9VlUgcxmREnva76eZu2x0GNa3q6hhrwiRy3BrvKCEuEfxJRFxuRhAIZr+7J51IAuKLxDeWY5qAoCACxkjm+bg8IkJcnAs4YCEWMTc4z2ar/e5es03jwCllnYjdoXkYwZgvFwxPFd9cv9rvd+u74c3b3aKt2nZxdnbmplXTVFV16PamqCoZhv1idV5XdQo1+jgkllTRMHRSJab56uycQIf7XZrX/b6/291IleomERnyaE5vX755/NEnzDL0Izg5dL0+VLUdDpt+sLev71ar2yHD1OuK94fx0N+1zfb+/vb05Hy/Xw/jmBJXlacaSarZomWuiKtxGDeb/WbTvX79ar/fLE9PI/sPpKwc9RBEEQR5zLy22PvLzhF2HHXSPRfrAkwR6K6GBN0MZiDPTOLv2PEwkYR3EwQ6Gk4gHloKh4NU86E7rNf7zb6fpkp8qpAQsk7AHWY9ySL8ZkQUeCoT6dHESCB3NR+drCSykh/3tQkzz+dLgKVqADhJ7EkIM2M8Eg6KlCZnKQR7LC0iB2UqOQfHSyv+AjcgBSTm5CTvzxMD2HE5nJEmiviW300g8XtihQwcDusO427b39/tXr28//yvX1+/7lJKs0W1PKmEZH3X2QgULXvKw3Rzcz+MWdWraEOOxyzs5cct2nB3VyMnjeUd7ORU4LNob6JxdYrduzFoUmgP/V3Es8Q6MBSRIQlxoIHR8kZdD+H/fLlksqHvYh9R3VR53N282aWUZrNlU8+atrK73PfdYX9Yb6auVyeuU3N2dum5r6vqyZOPX7183vdbYd1320qa+aoB26xudjZqZp0OXNXjfl9Xs363W56eZ9N+uzPL03jou9wJu7khD/2eSOp6Udfzw+666yfitN2+ISDn3W6z2x3yfDnf7w+7nQ69zWdEnFjqQzftDm+ncWpanJxeLBb1MBxIuErp0A+porv1zaSqSrvDbugGmACqIYinQneVJQTmZkZEMDbK5GBOKHQFF0YREUticQ7dSC2rKlHEN5igTDGUYq1iGCBCL1F2sJpZmWQIZnp/v/n1r3/7V3/5V8++/o3t7i/men56FiFKOds4jXlCsonEgHSEGs1K3nvQe8wkzCkWzFvJ6wlvngKoUl2lMTpVAIFmMdz5GI9SQEsRN1cDJaYcu5VjmZibUVkNGbiZRfjXUQmn73EuZU7qEzz2z5tJZhJzLdBBaW6YcVzwTt7tu/X6cPPm7vWr+/V974pJp6mf1jclZI3CQuzGnMzTzfX2/m790UdPzAHT4gskHHe2q7kHm3KkYOLDgZMyV1os5gwUM11AwXyE3cyUA8Avq3UNAZ17kcGEIFGEQ9pwpLVkvjxNVUOAiNVVQ2bbzW2TZmhaWsbDK/3+sNkcNrupqmW5rFJqsvtsPj+ZX+Y8+dKE6eXzr92lbVrVYRoPdV3Pmvbq7CqbHvYbYub5gjznYfv2+V0zW+asVVMtVjOo94fDkPvbm5cGIdNv/ZcPnjy+ffNc2pUqxnHbH/Z5zPv9frfXZXcyW642u7usRj1fPEhVXb19M3TDlISgzMjdQbvuIJyombPTbrPOkyLklp7v795+9Mn31JVKWC6ONkGNy9LsnegOUazfVecSxEeOo3/UTN3czEwtzjjIHZk9MbFZDkcJfkfDkJHF/r74msxsu+1+/Ztf/d//n/+3P/8P/6HvDquUn17yJ755lM7gebdbbzf3qlrPkkiVdSCiirJbdJ+hMo0I5WM4lwMlViDmJ4/V5tOkkhLcglcp79yjCBVWnogtK5GoTQXrUge940KPaUvFi1CoKy/w73ubS1nEVMsbKu8OJUOQY5nWEcnS8gr78XB9sxGil6/WXdcRquNz7yH5pHfRYJ7NdLM+vL253x8OTVuxM8KXmlgtkjgDQyMcfdt+ZN7KbqxYGs4CDu0ugIIBxRNAITB0EpbjCQ9td+KIJijy8HIPAORuzN7W7Wp1pnk7jb3lDl51+z21VjczgIdu1223b6+f393fZdX5omlnVd/v6rqum6aZLVZ17ZZXi5OT0/OXL561beoOh6pp6lRVwhdnZ07SPPl4HHtjdPtNzppNu75bzldESsyKvFgsgUzw3O1m8/ntq9+2Ne+36yrbbr8nrm7erIlot5v2B79+u3n8wVJIhCwJPNvitKWHqRtzzv2Di6v5QvaHrTnDfcxZLb96fbNaztw8Zz9s+zcvvs6//ycUucVlaXIJfTY1synGC3ZmJI8Jgo4LAtgQktYiGXFzM3dVi1UaapmKXM8s5C1lSyUVH3KYGwMPZgGgOl7fvP0Pf/Fn/+2//Xf3dztz7BlmXtf9rBkk7bvt9W43cBKwEmW1nkRAo5l66KSE3JQoslE0FLrH5G5EUIqbDsPY9bumiTFKAHUogYQ5nvcgiLwwpQr3MgMHHxXBba6EkB6ZO0BiRwM0jqzgezmlDjPNcT7hjtiWG4U1QD8v4DhCRgKdcvfi2e1uPa7vN5OODdd+lDBajCVe3A+C2nzoDnp9e7/bbs/PTr0ihB/vd1gcwCCN7REGN3JyDo/iMQKQmciFhAksIV3DMWSSyzYPFocRC8zJnUSK5C122aLoEGPuJ4CYmrY6v3qwucttU91ev8x6P1usqqYl8eGwtak3tdub62GYmkZUdZr0dHV6cXrZVk1KaT5bpFTTGV08fHJyfrG9uR3HvprN1aZ86Jp6tji5NELuD85+2C5cnep20jEPWUT68TD23dANMj/Nlw9vrt8u2qWq73e7lGS/ebvf95pbmN9vp5w9K3a7freJjHGfzWfmvt/tV4uTtk0s7eX5harutztXy5YMGKdehF+/2lS1EGO7XX/19ef/8LBfnpwDKMIaD7ORmuWyjIGIjAxGAiJxyiUuKdpdMiKCqsa1ZSW5Si0DsdgCoSShWIrGDBjc36Vq+xEsBmjf9c+effvTn/3V/tCFn0INm87f3A9t9bpO09htCajJsw7CPGVnU+ExZ80TEAp/IGT9v0urLOtyyD1i8bgfu/1hx1wDRlAK+RQdMwVYAYp6HvYXZjaLrZziAJlREjeYaoQnFYClSEEMJfHsPZ1SBxGb5QgI1mnE75apCMyRKmQnYkGlVLmP5np7s1nf78c8xRK+OC1Hb17xW5QIBauncdhtur4f1axG7TEcOsIVoZ5R8ljfceuBIclx0yVTaZwAEo8E1rLMC0U2DsA93OrEsYM2+mFnkEUTFEAVkXlmJ3NPNV9eng+He8I4Xyw0a1Ut4DR0HbcOxvruet/tyClPwuJjn+UU7awlYZHEqZaUmnbGlNrZors8dPtNqhqWut9vpu6wWJ0uTi5ZWG3s9ludcs7jpGpq0XDZlPtuv727vjq/fL14pZqvrp6+vX/DaNhp6G2/3WXD0APM46CW/eamW6zSMNp2Mz14tHLHerM35DxOb17ekUA1g0z2BydPjJPlYuhtHEY1WKK319dTnvho4iiKTSs8dcx6YsklmH8ucbVOsVYrJo4i5XSDBacRPjU2cgZH+yuciAxGYGUuRAlTuAjJoWZw081m/fLVc+bmO9/59PWrF5vNwcyHie522eyuYZuLn8zg5paNwpstMLWs4XeiZJGYNk02RUN4rB1mBlVzh1lsOc9EzuVW9AjmZDq6jd1NYqFTKJJD4sZOkcFbUsdj7TJKE3IsUY5ISnpfp5RJ1KMmBWhk71wmJQgzDgfXdFwS5NBBD2x1OOyOgchFz3hchRTdLxGJq2w3/e5w0KzWqDjUnInKkj0r4ePkZlCHEVIMQkzsICaJZVcUtKoliDAkhH+h/A6J21HSwoAnJCJWz+FhQHHVVA4LJJ09M7ytG2Y/7HuWltks55E6wtTU9d3b59v9VjP2e12czNb3Q0q0mC/PTk+qqhZOcK+krmTGJFyLOzf1vKpbkWo6OZ36rqkWzXzeLE45pf5wn8dhHA5ZlSApiTnMJqiP/b7rth/c3tzfXtf17KPD/vrmddftU/3t2H/bZ3JMOTszwX23UYZpxvXNsD/45WWllrsuT5PVNV1czebz1TT1ROrmk1qq04OHZ7d39+v7sRHeHw55ygVOj4oKNipSHqAYXhxGECo+Xg9brzsRsau62jE9hN2zl4VlhQ2N+JiIEQVxRPsRg8zAyWFwdTMzG8fx0G2Z+Y//8B98//d+eHP75tnzr799/mx7vx4936y1cbcVFk0QnEZGAMys4CbHe8aJTE3HECbGEpGo9oZjRp3DGMLHNauEsHZYxJ+GMSf4GbCoRxqWlr1zECKPZLd35h4LlqrI2oDjb30vp1S4yjIS1HL28BGpcpW45EpTqC6OwEz8S3NkoAkIjejo83SNG9hdzTRJDRZ2c+3W95vdbjeOw3zRFPlVmV01vnEPvZJH1BSMDE5mRszmBjuuBgNTBHly4WlK0xsBSs6GqZiz3BGvmSFORrHqI4j28OdXJMkhOWfNmiqpZKE2TvkgZF1/GIbJrdqur1loGEa1nFwqSbPZnEAErqsZkaj6kPd5GjlV7XKVpGKuKmuxOGenqp2ldg6S+UlteZz6fZ4GSW09m4Vc1XO2KQ/9+vzqw/X9dWyJX9/f7nfbDz7+3tOn33z59deS3hwOu67L+86HjMPeCUgVDv0wvh3bhqvEs5lIxZZD5M5m46HLmjGfrZLUq8U8iYyD3ly/vb158/DxByjCkhABqftxp33Jv0xHZD0wuYBpMswd6tCifnUQhImdLSDBQJuIUkwbbq4UhE3cwQpI2ZJIDPK2nX366e999PSzlJhAu936yy9/87Nf/NVvfv2LV8+f7TdD06OfeVVDLBgRc0i0zK4UwZOaTRWcc2TNWrRaGHHMay4jKoEo8XHeiVHqSKEH5KwopG4xzcDDnuHuEbANM4DILCRI2cp6WDP7W/jW/ntk20uSaoqkxNh7EXyi5xKGwLHGVyKqOCxL5lmKEm+I1TJMyUEeOllKxwxJA7JwWEd8Cu1g4LL2TkwGd9cSWMHvZvB3IBqhAPteOtyi3fwbnFV5oohKjmDg0sW97F6UKAHjoaTCqeGw12F0h3RDt6zPKCWMY54mbuo8ZXXs9/2hh4js9mPT1nWF05PzWTsznZw8q+67/WG7297fEvnJ2aPTywezdlHVVNeV1A1MqaoBBguBGVbNFu4udS3t0sYe2VxYJ62beapNUpNVQdLMTw67+7Orxx9++L1Pv3v9zbMvnn39zRdf/ubFy3U3eO9oWjrqrcBEUgnIZrNU1RUzT6qsVM8TEsC63d7UdXv14OL+fkeoqqoqF17B1QstGL+OyLh5GFlifPHSbpEHlR3H1xjELBZfOge5JtEbUYnCcYeZg93dwDgKNkFwFUmLxenlpU5Tf3p6slotc86PHz1eLufC3B32L7evu9G7kebZNTsxhecx8sYL0mCedcoZtdERewydVBCpYQZwEIghwsxgfgf0R9x6jLBWVHFkUXtyttAJEjnApmQ+lS2gBCUJvj8OdfFFvqdT6rHjJyz5qohPFCwpEQuZxRIbQsBZcoR8Sm2M+BKhKpqiQlSj6GfhWSD1vP7w6YPlal5VyV3jHnQv0L172RgcsFD4D9n4XVCnujIRc83RTVNsmHdQyHSroJXNzSn78boPK6ozkzl8YmIr+xdjYxG5mqo9f/bN9esX/bAb+v1yMatS6+5m1WBjNww3d3dcs465arhtOVF9eXHp5tOUt3d3L77+Mquz8PLkYr5c9cO4+fKXNma4LU5OTs4vLx89nUdzMY4kCZwIxKlyNxvHmJ3cnQjENVSrhpEnM6+oXpxccr8jEWlqY8znp4vV4tGjF9f320PXr5bpxau7rzbZ3fusZ07LZV03zbjv95vOYGCkiuq2qevq/HRet6t2tpwmnXJq53MW9iiPNsVgFexI0RR5kQ2QWel4Q2EPcbhbBhBPBczBEA9GzY0MBeEvPVaRUFs2j03igdZEl+iqPuXc9btxHM7Oz5umbSo9P794cPXo9PS8nS244n7QfsKUUZujeDRI2cwAghHMaJpsnNDkCNCl6K8nJwdMjSiFn4oi0pbC9R0+GahPwWzA3Mu47sfmMZ4iKrAGPFZOWASXQY8Rd2FT+FvsGP7vsXON2IU5MSf10anoqqMIBklTXiJiGwWV4RNEYEM2Vy810qIrdTcmcZ/IdbbgT3/44Y9+9PTRg4eSkltUXAqazZ3NB0IqgUgAcYoBh0nMIGzs5VMGMTPi5XGR14e779ilGBXordQ5xJZx8QrEdFx8AAeDnZG4Uh0O3QRjJ91udk2Tq6oZxi1YDoeOiJuqzo5UCwEMu7i8UnUiMOPk4sHFw6fL5clidd7M5uBq6vb79f128+b2zauvPv/LV7/9/MHTzx598FndNMxEtRBVMAcMlnUa1EYEn2Ha77d93x0O22Ec85THqdvvNv2Q15v1/d1dPw6pqp8+/b2rB1037MbxcOgGfrHtJ+/2frPP5zv9QHXWxKJ0VnVm5KzDerdc1ESaJx+H/OHTT5bLk7Imr+SeO0pA55F+jM6UyB1qChzXZ4cAghjuCcnwLos1go2YJI40lZruyhxzIcyUvCD2qupu4zjt9vvN/f36fj1Nw3w+E2Ym2213fd+bmRsx82jaDT5makoQZYyAqpNPI44sG+mEccyB31B5VOLlhhnOySN8KVOBQIyJzEDMrlqMLyWeneHGxGCKhk9IEJubco6PpiDhsZ0DIVX0d0T8ezilzsyJKR93NDpgRZP8jppkFqmFK7HWPRsGx6g+MiW4qw+gGUcUQ7HtqROIdXmSvv+jJz/+yXc//uTx8mRBxJqdGcVg7BxYNsiIY9UFw4mpyFJEKJD7d85vhphrokRFwRWVO3RFBKDY8sPKASYq+5rC+RH/+6j/djCl1FbNcr97O47KzMNwcO+YvaprzbQ4WVUp3Q1WV2KO5WKxWMydXKRanpzPV8vFYpkkuanmDJ8Ab9umrp6cnj169PST4bAb+sPbN89mi8VivqpyXc+EmB02Dftx2DmxO7puN3XD9etvtvfrbJaaupmvDKAqzZqZJVFo9+bl/fXr/TA2dZuSNFV7fnZWN7tudGH02TcHX+1znaSpyZxgZkpdNwjRxnS9Gfruxh1Xf/Rh27bBsbmqq2ab3mU2mit5bKAghA3XfxcKqDaW7yhkl7GFuNxPUAv41wQhi2dXI2J/N7E5QMg6qapmVWSwn5yeLJYL1UxEamPXH/b7zXa72W5245iFUo+pzxgmtFO5rkIohqOMyB1Z3TLylPM0mk6xp7Awi+4oRo5QP0i0t8ckYYMVRWFRLJhqCDmY2GJvAhmO1xVRERbEnUJGnNxy2ZDw/rRHRxrjaNkxA4MgKO+FLTA9m5gqpipKlUMdk3vcuhZ4bESyolg688l5+tEffPSTn3z20dMny9WCiLKORGCNdWoUIiuHU9mT4+DY883hQIthsyz3gFB0FsWeS8XHRFYIOopGWkOFcUTL2QszFA6lGFQs0u+a2XJ1el694nGww3YKW2GdkCoCDe18cbpcuGWGsSzyNJyentd1TVAOztA962juw3bcPv967Lp+6DUPibyq21RXVZKUqpz7bm+VsCTSaaTE5Jx9ymrDeDCzoeuGzbaerS5mJ0RVauvZYlVVM0OOx2K/3715/fzLLz7//Od/fnv7cnVy2barxXLZNrI/GLT4pbN6N1jbik56ONhh30uFVLH1ut8bExaL9vGTj6pUWdZsk8d8pwF6O4HUJi5iXjq6opUouevRZ1LElaUxhsUHHbsOHE5I5spEIFiBUtmQQ+ob29xiv3hd1W07T+dMgFnOOk3jtNvV4zien1+sTpapSiHunDKGDBBTbCMhb5vKkuZJi77dQQTVcZqGkEPhiCkGQ26RiO3OIiEfJmY3LaiLS7jRwu9RVrgCOFJRHCg2uTCAZOyaM+BMHG2VH1vP93dKuRhfj50PzBVapQoFRY12JwlXTNVRCRVfayB+5vBsvVBFECCDprPL5R/80Se//5NPn37yeLGca2n9KWtm5ZSo7EiMOkGhyo1k/FCnRWhRqD6EoqkKGQOjKEgjGNuMwAZUsfI5FlMSvZO/lTEaxeyLst7UmLhu2uXqsu/2+904KiJpu1ekDGlSyi5S395v6lmdXUXw8OHjJIlTJSlN0yTTtN1svvniNy/f3t1vduvdBsTQ4fx0dXV+uWrby8vLs6vzVFWWx3Hoq3ZWx6DtNo37cer3h03Ouru769a7CRpJiFVdp2Y2X56kupFKWJJ7bmfV4ycf5azPn33ZDwMR1dW8nSW6n5ipFVfDMHj7QKo2dnOpA+pURc4dMGZ7sDj54IOP3CzrqJpN1aCWMznZO9iTrEgCPfx9BoxU3GbkblxEvXw0ShyFmBH4BueSg+lM4qSBDnrs1wOTmbm7apWkbWoOxTXVZnmqc0oJwH6/f/Tg0Xy+lKpiHgb1fsKkPiODlL+eSIiVYy2jhxd0msaDZsXxr3OL61SL4SYECATmgLIJEbul9s5d6pDYnRgapJIKSx6oifoIIK6I0B4RO3tyU3OX97cZMXHjwqw5j6FONjhQjK1MLEmayTtBUmUmJiRgdLhhJKRSsdyYE5zcR0BPTmc/+v0Pf/Ljjz/+5PHqdAkWUtOivQxRpVhk4SP2EBNLOl7CYW1LiNE8NiB4ZFwHW8PF7E8wd7gALiwR/wwkIjuS70EjBQZXuMFAt5gkDEqL5cV63Y1TkcSoQQgKZ/Wmrm5v3u63u7ptT07PTMdHV5dCaJsZwTX3m7v9X/35v//rz3+1s3R68ejZl79Z399Ooz84Xf69P/oH3/nw8e3128N+//jJk7RaqKubmltdn+R+b+pjHg/9YXt3t765m1T7rtvc3bvzbHV6fXOfJEmqqqZenSyuri6btnb1Wbu4uHx8e3s9DHthXjQNvCN4YhhgasI1uc9bklQ7w9UNmMvs9Ix2++HjT7736NFHeRrVysLIspcpmhRl4qRQPka44904WjA5gnMk14RWrujLy5BGQJlajyaYIst0OEhii7N5KEHd1PeHYRh7Isxns7qK1WFgpqZp2tmsaaSuW06HIeswulqsFEYIQLOGBqZoLOCk2Q6HQ85TkcUgmlgyIzvu9WMOO3j8oxGDXezoqwLIqexMiMW8R7CLKHhYYoMxs8da0AB5rcjvi0HlfZzSxaV8+NEy79MXX+7e9MacXI2MI7rYbAodDwCRSnLFqA3DkcAt+I1F7AYZoO1Svv/jxz/5/e989PEH88UMBGFh56ClzU0VKRDxQP3L3Fm2WTGxYvKQKFBpV4/B9qGHEXi4ivx4qx8H6ncIEgmO7iyU4Z7L90DHo0ssxPPFxe6AqpFFK8Mw5uyeLR7NwyHvt4f5ImWF+3B6enF+ck5MdZOIaDwMt29f36+3RP7P/vn/7LPv/+H/+f/4v/nsO//wl9+8ubpcffyjP5431D//ldB4+xZ5vLhoGiM3KFw1DzmP0zAe7rZ3r95s9ttD35Pj7OrB2+u7//AXf/Hbr7/p+vHqwdXy5NTVnjy6/PjDj84uTjRPwtK283EaYDpb1GDAkARtIhDMmau0nM2oH8cpcwU1mjWVwRbLq//8n/7z2Xymlk0jqxyW47qJYCiP/GzjSM0NkQLHo+xmIfhzeGmvEGOES0nWRYn3DTqbnL1sG2Jjd4ekSDlTzeMw3er29m799bdf1s38s48/eXB52rYCCDOLpKau29lyMb8YhnE9rvsJfe/TEnXBHX/HlTtgFlYAn4Y+ZzU1SVy6J/cgEomIyj6D0IewBXirFlgmcewCS+4RIBLZMeJm7pnK4mpOcpy0mTz20IEcGXSsZ+/jlP6zf/7Jk8vZ21fX2+329YsbU2WugoViTziC6WW/TjBlfvw+CgUyOeVgVOp5+v73H//BTz77ztMPT1bzdwlUzpD4iHIxr3iJCHQCS8zuTEwEj3QccjMOZ2OcV7ej6E/Dj+FEbsah9S2kXywXT1HOOVJ5iWP5IkrFdAaDUlDzp2fnf/T3/+Gvf/FnJ8valHfbfuhJFX2Xt7tt28ow2tlZq1M+OzmbtU3TtEzEklKls/nqs+999uTJh5e1zG16dPXw66/+Evvp8rv/5NPv/mDeyq9efy1cr85WTV1rnmxSG6eJDjblsdsdtpvder3Z7e7vN1ePHs1SovbsrDoffvlFff7BzVe/bubNP/ln/9MXr5796q//7Ntvvvi97/7g4upMp9xUFRHYbDGbpYRxDJsHmHy97i+vLpt27rTuB0tVmrXJzEnT5dWjpx9+R5zNnIzUDQbFFLJxuEqEXAc9TiHtAntZAVusMBafHt5xFgHpv1O/BHAQmxAQGSvwknMLN2IGw2l9v7neXv/0l5//8ldfnJ08fnO9/eFnjx4/ejhvWjdnplSlpm5Sqpq6IeZJbZjgOaKaj6vMy8qoWE0LMPph1w8HzfloGQVAVqJbzF09IgupQIvuRkJOHPRvqelUAKfCtVLZbeIEZ4GZkkUFAwlBY6in8PO9p1P6n//jH9o47tb77U4JAld4fDnsAAmLJidz1oSmkvlkB0Wv6I99kAsquIH7uq2/+/3Hf/j3Pvv00w9Pzk+SJEBZkjCTxepROGsYKQQ4VmsqD0QY2cjJJQahUrHDbkEuECIx8pg3GMlA7hkgLxvkCSGaKUlIEcgOKnlzYlCK9xbAhtPJ2eVPfv8fffvVL3f9/XLZyqAYxn5CzpYSDYNVNaqqGvpdXUmqqrqp54sT1UzKF5ezywdP+n3nRrp7+0/+wT/78Y//5P725WJ+1kzb6dBdXp7XlbSrxWw2Z0lQmGbVMdswjsN+uzn03aT+6IOnNI6rqycf/vhPXr1+0f5b8/v9x9/99IPv/N7F6cnp2Q/y5ubLLz9/9ebb5aoVSe1sthjmm/Xtctk2DY+DMcMMVUUCszE37Srnfhr2U9bNuh/HMYG/89kfzRZzj5szMqdIQwV2bJecOQXWoMWSG/iQOBQIsyUbLPDMwnTQu/9HOK6oYCLnEiPKHn1yMLHuRmp+t93+9ptvv/3mN553Zudffv1qu7n97JP1kweX85m4W5KKGeYTkRP54BjUs1EqR4FLw/mu23K4+TgMfbfLOgmSO+Ahd83+DtwKmTw5Ezw+AjUmd6a4RUN5XMg9BGkc65wMCNmSmdNxvtPAfVFCBt7bXPrRk8dffPHtb7+8u73tY+2g6kguqYq7L6k4GbvG6MFFVV9YUwgaxyTguuZPvvfgD//ep59998Pz87OUEjMx107HRBgnJlayoNNxXB9/FKCFgIuCcwERuQSgFZRxgQ2hMJBzfKAlpYHKU1AGFEjJ90DYkTickSgdnCCqJjERRPCdz370g5/8Z3/9H//V5r4/7PNuZ9OEpqK+91kLIdpt11Uti/kc8ColYq5l1lQp5rrF6rRKlYPPHz1Sm6a+17Hzcad5Oj+/rOf1fLUQqbxQvOzmYx4mnQ777aR5sVw9fvw4HHDT3csF2x/+4T+s63+flR6fnLWa99u7q9VseviomTVu3i7rk9MT97Hf7+aVLWb1bt8zIyV3o2w2jD2Rt20zTbq+nchj1YDP27OmmZX5ISJ+IlGRPVa5l60c5XvwIx9dIE8LSU+5n4Ag2yDvXLwOje+RI3wkGK8iJYmfLAxzRla08+azjz98+vjcTDPk1Zv7r7998/Zm88PvPvreJx8QWUAiY+4nm8Cspv2IcfSmJgBq6ijRLqGlNSM3zzp0/X6cct3EEQvehMMozZyYhDgJV+YTOeIRNCqx/upe5ql4wBGwdoxlEeujAJjYYpluaaE5doL9bWQNf8dT2g/55Yv7r77caS5OVncVrkwnk8Qi0T0SkWmcOCIkCtobFBt+qsQffHj6Bz9++ul3npyfn1apBBsRwuzvxGBjJ2dmM1LLFaroMcLyEvk40daG2qrwoKU5Nni8kuOUXygzcld3xAJHcxew+VR6rYi0cxWJtaiBXh4jzBxOXkl1cnr+D//0v3j18tuvfvuLYbBsADCpV0JJEN6Jtqrm8zlzJVLBctW0qWpYEnOynFPdpKqCkxkdtreHrWbKXrUh8iRnyyOnGp5NhTzlMZuq5uAGEkm6ePiwSY271U3zp3/yp9/74Dv7w96mCXmfWCvCarWsm6pO1Wq1ShUvZsu6aZtJT5bN/brPI6QmTmB2zWau89kqCZHh0MHUH31w+oMf/TBAyOguQrOaOLnDSf2odT1u3CFzDUjNIgPOjSgixVj4GJLiKIMFjn/wyGKGzMtJ4WAWL3E5bEhtNTtfXiyWi/miHsfpcOi+/Oab7X731bfXN7ftR48vZ20SSSfL1dnZ6WIxT0nevr4dsvcDFs3/l7Y/ffbtvM4DsTW8e+/feOZzz51xMQPEIA4SRYqkLFmSZcXyEDnd7q5OV1fZifMhf0wqX5NUpSqdD+muuKvdSdttybYoaqDEmQRBYrrABe585vOb9vC+a618WO/+AZoIFmL8RBVQAO4Z9n6HtZ7nWc/jQIaLCTATds6joplZ26y6rlEd5ZlRQxX1yRg/yRHVQMhtjwAQmRDVRLOSQzUbJopZVu76SlO1rGDzBdTPQIMBYgAyk08NPTo7uXjv9tHZSY1IhAygHIocLFogIlII1tUuZ3QXcgAwSAhEwAQYqNi/NH7xpRtPPnVtb3+vqobMnDX6ftCSITCiZkwIEA1UEzJ7y05OAAA5eeXBo+6vY9lMmdx6BdwSSZPP4mTTBiKvp31VEXEWprlfuycXQ64FCMnQgQMFZEMLVF67/tQ//S/+5b/+V//t22+81sUZBIOkZYEIUDIwclWEQVV501WUw7IYFMWAOHBRWUopxWa5SG0jIhI7xoJHW4AAyKEEkDpGIEVk5nIgEjUJI21u7a/qRzHF2DZoZmZFOQCVaLKzO9reHSsVmuT87LTTtpxODHQ6mW7vbcXUxDYNhuOmicNBWTAmNGYgAmKrm66t2+lkqypLsZYYFPDpp5974okXnFvI1rgEBCCalViK0NtYKGBwxUiv1zVTgfxv87mcIQV/mGBgSGZGvV01gHsc5GXgkJI/f8BqNNre3trd2yyqwkRXy1WM7cHu9PHRbDwehhBUtSrLq1evDspBTPHevfeb1ffTbNVGi4KFcyZO0yL6y3XO3hS6toldp67mN1VzQRKuWX1H+BHQyFM5tbfNht6jzAFbxXwa4HpCzQyyqZKjkNnDTcDcxPvjP59wl7ZJLua1W+97XaoiPayrgAEAmYKhoilBIAiEQS1PhBPCZFg+89TVp5+8sb+/W5YlZt1DNm1ANE9zdYviwIVI9ORCzlY6YhgI0bD3RlFFZEMBIMoxh9wD+LBWeFB2JPOpBP9pyU018p71Ic6+nrbs92GQAxE4w1EAgYv9S1e+9NXfKKvqJz/89nw+R8ayQAZjhEE1qMpQcEGIhFCEKjATARMTAg9GQVKZhrHsCBE5+KpBQkupXV0smwWIhhIBMMVWNSXpkAqVGAKmqCYSQqgGlWoiKoqiIkIDMkIB2yoCD8vFfJkkDsqqKkdMYR5WgTgUNBlWIUARkBCrEkPAEFA1NnVdVQBiXWeXLm39+m/8znRjG4nBs9glU1OUaZaQxz+y5Sxath33nkOI2aULiIzZ6s2LWHdAUjRQpKxMNwFAyqKCvnzMhRUBFVU1LIqQdXYGhDQZj29dv0qIO5vT4WAQY82Bd7Z2R4NRjK1qevv2T0/OVl2CJFAUkAF9rwl6JMtn0US069oUYwghb5xcHGuvW0AAEk2ZPsL8TBDILPriVVPHR1XFepcl17HntCtTn88ywhwfCQifHl+6sTl69oWD9949Xr03Jy48+9X1VS6rIgpITEQpZTNSguDiJLNE2F7Z3nzy2t7+7rQaVD7bDEhEzny4iM/VJohOiDC5n2SB2VYDEHspfzBIfS6YYj8BCGbibs6mgNkzu8fhCYHBbRsRXKgIWUtmfngrKED2YncJ9ZreyysIjLl4/sVXB8MRITy89/785H5FbddCFXBQ4niyiRwM3R4/m4kSERMTEWEJoGUoxCKFAhUxsKl28Ty1K1ANIQBgSk2Bw9gsTZKkqKaIUBShq1cWUxgRhQF4HwWFAoqoxVhQMR6NB4NBUzcmqYuNREEXUBZVWTATEAMoDqugIilZ03aD2KqaIZaBf+O3/v4rr36xrIYuAYF82LkGltwrMF8j5DJPUlFDT9tWMCAsDJVdyG2aw2M5a1LYQv6KfkTmARhzVixjU5iBjKKoqqoywOWypRpFE5qVRXH96pXxeERgIRQxNf0QAnEIFJiYo0EbIUaoBhmv8F8lU6gAfqmLxLZdxdQhKXjarQMCaqYoXhmoALJlcwmfEiG1BEgIPc2DnjZOakqISuz+h0yoakSWknffPqmnWefwKe3Svb3Jyy/dPDo6PTudNa1bdwt5doAqIakpMmvrmj5hDLlqBSSQMdY7Zb1VQhl8EBhcANTzWZSdzPN+A1HxY9VyowCITODNeEJEVSAAsQSAQHlqBvJR5zWHg3xOrxuAqBljyLJxy6uE83ysug4Ve3MWH6WgXLD5D2DEhaqOJ9Pnnn9F2vgD+sZiWp49vrMxIkAtQrF/6XoRioAlAkgSKAEEFDvmkrAgItHaVAkIRCyhth0ydu1SYgNmxIURh1CgKgODqkpKXSdJueAihK6p42BYhMDEHIKoBg5YUFGENBiW7aBpFtrGqAkNVJJoMkyMqEa5IBFFUyKMSVOSenXR1E1Z4suvvPI7v/t71WCA6DcdIjgdY2Rk4P+U0LebKVJhpsQIGsTlgSQAzhf2eDD4+2NyaSAy5ukQBfCdoIQBDNTpNAMfFQbRARWAYdnEJq6atisZJ8OiYJyMJ0zUtE2MSUUkJ0fEnF1ApAZdgphAEmKFAKqYUTAAEMvrQ026rmmbVaAxmB8XuVg11ZSSSDIVV8aLSRYaqRe6CYAAUoaefHX4iW/er+V/k5ekGRKrCCISfygs/E+/SwdVdeXK3uc+/9Tho/M//cZZWzOkKBANgEVMjYiMmEMhEpFIxXFUDEYTwC1oqvmJXBym1RWbTCEUPrsEDqQaIClB0B50JSQmEh9NETUG59MBMEDor0fxutRUevkEWQbdrZ8wBEIzDw4zMFXMI/gAeYoKIJsFoPUheYgAJojBiV7CgEjud8/MhMRFuH7zFjLee+dHweqdzc3zs0OmYjIaD8cbgGApEUDqGg6YYgxUYDnM9rMxibSikbFCT9FTBQQuKgqFxBhFoaiIiRAYGdEUYsHFoCw0dSJtTtdoE4ARsSkwElhSkDKErsCkbNKqptRFj+uNqTMDYtAETbThEClB19QE2NR65erlf/a//efb2/uIa30kmRkqutIAEVADABgKGuXhSQ8QAwsYbB3gSQhAa4cVd1pVN/Kzj0hcDCA3Ml4Hgo8cg6G5gZhZktiIzFdN08RBFcqATJxnx81i17Zt23WtSHJvK0QOXBpAJ9AmkJTDG1HWo2ZAGYkAM0wxphTdZA/B6QFSUNW0nvNQS04MWf4xnbbhLIcFHwbKdYfXAkymqqLi+kNfmaYCOY3C7NPTHj16eFKEYnsyff7ZS++/++DNiwtwaSaIpE6kYyy9BAV1l5voEEIAnVC7gYlmzeLB3fratcnGZigIcOiBHORmODkZU50OJVJVJCCRJFYGyrqwrH9x9zvo0WY1wqAmgNKzp/7fu+4PM0/nA7j5uSXEgEiIBJqba0AwFaYSVJGZsiQjV8WEDABETIRIvH9wbTiaQFxtUCyLcGn/+vnZY9A4HY8BBYBUBJAxIBdDALDUUTWmYmgpkRkiq6rFRsFMpShGhhRTC2qEaF00Mg4VNCmEqipHqYs1LAblwGJELhANISBZ6mpD5DBQS2VZAlIRynbZpLaRlEARkqWuq5d1Sll3KglUQJOenzfDAZTD6e/+43/25NPPIzGaez4BAauKq6V9ftnpNwM2NHYFkpGqZntLAjZWFPfyohzn40D5WlUHPljqNgIfis69bxEBMiQ0JSSMIoVaIBiWXAUsQijYkWdNkmIXu67rYux15Z75YggoCK1AGyGqi91A0EXcZoSZGQVTSW1Xx65LknIIDRJgH0AEAAAq2uunKA/LqFvqa67Fcn+kRsF88jabsPt8lXsQaX/0u+QB+NPLXPv9P/j+9takDDqfrZztQiRDcSTJRIx7Q01Dyhg0BMAppm1MYyAVnN87WV17GHf2y2rIrGSGkNUbDqURBTUzVDNgCkIfFZAakXs0GmKhIBmQUOv9xwCBTRWJLVfjLph2LFEz5QPswIe3GWAuOyFTc0t1yKElmbz1l+de+fmbIBEyFTzd3Hnq+c8e66qsinJUPPzgjkQtAiGQxqgSIVTEgZnRBIhptAWmGAppllIvQFJMraqkFE1Z3UsrRQlCXCIRAyHYsJosZqv54tyq0aBoR01XlkVhrteigEVKnUCtqgpJo4Lko7xpGokREJpm1bWr4A6KCKrWttB2QAHFhn//d//zX/rl36yKkftAUZ6fzN0HALIvWDRUHyQq1MTHX4idA0MEvwMDI5lBhoTI6xeP2DIwMEIDIygABf3VGKlGpODKPEBgZOaqKkfMRVWWVVkaaMGBg7OORRkhDaSLqSwHVTVkLpq6NpfyqaFBAogJkkBSJ2MRvHKS3GWh5nIrxjZ1iQP7zZnrV+uVRbBuIlXV/yhljR0AoLhCQ209QqCMIUpUc4OooCYunAkMeR27/upT2qV/8D+/NRyV43HRxeXRUSMpQXY0B5WkKg7vQC+1BTU2GIDuoe5iGGEww+VZe/bu25t7++VoyKGAUOY6wQ2TLSPdvejdtwj7jC0jKbjQSxWT/67sTZPjQS6QATATIna8Nku7Ifs8IICisMdyAWZoKctKIcPUKkqFawxdRQI5fK3XeaLnaiGSTbd36eZTJaeiLKpQxtgyo8SkuYpCiQ1CCcxgYCnScEymqVm2y/lqcbK6OAXiwXgTwFSipBiIg7LH+1nXBaACGEWbutYkmmJZFGUVqmpEIZgaGxkkCAVDaLvatDNJGjvpYoopSRLTpots6nP3gRFM6wYMwvWbT3zlV3/rV3/tHwyHI0QHWsyyOWVGdf1aAGYwxUBZx2kkqh7OiRxExMFbTwpAyoECfRoBZtiGMtHtrZChudUUkR8HBLlyMQDkUFRVWVSlKogkT2EmNDBMw6FZFOm6ti6LAkCTJnPfVgJASAadWBJ02f2HZZd7/frvCWqqKcUkHVGJYOqNW+6FoqEipJzgbf2diuYINkDKv5QPc7pnng/U+m5EAFD3nfVwp359G356Fe9s1tRLOT1qYreqowC6EMXHsjHPk3hfYqjSMACDbGG7jbqBIwMTNBGa3z2/uHS7nIzDcFhWA/dJUTXyt5x/gTyGFgiSJLGkxsTkA36ACIpElMUTDv7kRHRCY4dX0cMSLe8u/4+94ELXjgD2GJ322hHKYGOv/+pLFTRLPYjtqC8ZAHFApMn+E6E5ArCd3T0zmZ2fJTUlNENFS9qRIhJZiro6k/oi1YvV2eOL4weL87PYdht7V1Mr1aBAZoGSoQBQV/2EaqBmXZ0QKZTlcDSxLp4eHYYCirIiH6yiUFRjoOBIZZc6E7dXsK5ruq6NKbbtCsGkAwMUBE9kuPXkjb/3O//rz//Sr45Gk34KIQvB3dwSUdB1lIAAyi6dyyQ1MOfRbjMDZsvKWfTReURQT3xAMLescVVgjhX3eVSGbI7vznIIwGCqpmSKBI6Lf3ixA6SUUmrBxI9LNVFJPRqoOXkRwAxiAk2gAgggAGsKHgAEzHrLlhSTpChc5Kve3PoBelSewWxNk4I5FMZqhoRo5Il0jMEAFE1SQgDiACoi6nJl36+EYIQKimLrSNj/9LtUJDIURJS1I0SmXmojMpv4GekgjSGkEpopNjskm1gxsKJGTUrQ1Xjy5rvlxuZgvFGWw5IKKtlDYPwoRTICFsnupuxWg6LgAJKf7MSiET1IBsllQ5bx4Cwq9GrVX7CCuPCbkLM5Q+4t+mkYX5z5S2QvJs7+2kY5GooQgagXPwC4LwwPty2uSm4LrgC1Gozu338QY+y6OjAZB0JCDF19jh1JG9tVvbw4PT8+ns/Oxzt75bBCJQKkUAp0iBh4MN49IMJmNaOi7BDkMDEwGyWiw9PHSkJVyaGoipIJUmy5ZNd+SNcpiqqm1CYRUVOFEEJZlqOBsMGyVQZ69qmb//W//D++8NLni6LyKWcAf6f+UsWzUABNNBKFLN/FgH7J9tehSgIMBJ4tgUwOzPi4ZQbwGSFH/Ri4165BdsbyCihfsIQqHyknvT7yzQFqJmCmhllA5G/A53Tc2shyQ+n4fBRsE6To3x1zpangExgC6pYFKaXYdcyFYyliqpYMjNhXujuu993l2oQA1iOoXiTn7Z97bVXzOAU0v2PFdU9mzhl9mlPggKrCflkBMxUJmqwZUgVSTcm9YUDbEtoxrvYpTqEqsEB/CYhqlgxXZ3r21tvDja1yPOaCgUZcBAAjKC1DFe7S7EJuFK+vzItQwSxbJsqjFMjZDA3cA6cXebnlkuG6TfYkaae4/TY2xRzBRg5IUg6BJfKh8753dWUvuvecxyq72yUYBpLRbnPxQTGqxqMtnPDJyXmKy9h2UgzILBKD1mBgoF1bd00zOzs+PTrharCxtUMAElvBoihHDBBjZFY11U4lmWkQ42bVMpWpS11Xq9r57AI/uMtmO7sHIbbIhaUWpUixA0ARiW1KSbNLOdJksnXtyuWN6fzOw/PhZPDCkzf+zm/97kuvfjFQYao9p63Y+48gseWYMvRW3x1GzASJ/Wl4IoNfkOZGVI7TioHzK9kEFDCXmWrZLM4IffgrI3ughG6jjNLXhW4rZv12RfAxYK9hEcwot3mYgyFEVWT9K1s06KKJoimiWH8I+2mMvZ8BiKYYOy5KU/Uq2L8dIwZipgCqRqaWswW9CSdPU4S+kkMA075Y8NbLuXJyboeQRDMF5V6On9ouNQJwh3IFcqLEmVxyokK7iGjW1ZXVG1BvU7uFFQO5WVQAiOBGqxgTzu5dDDffGE42iqpCLpCR2CkcdHtOy8APMlKSZII+gtYfxpblShmEVDRSMEb2LOK8zSB7jzmS5GPkgEpUmLkC2od6gns6eiIIUgBwBqF/EQyZmkd2dSS4fjVPRSgPpl26fHJ6L9ZtUVVts9TUVaHsumiMqpqAyEhUuno1Pz9+dP8BlMMbzzw7KgcGnUGazY8X9+ZNUw/H48nOdlQ1s9Sl2fnZ/YfvX5yeMBVShK5rFUzU6hgfPbgXmKaTbQxGokmXyUw71ShJUkpRk8SuA8TJcDy8fLO5+97zzx28/Pxndi9dfuXLv1kVQ1EBcmN2sF6AlScXvA4xl5cREvS/L/Q3KgE4K25qhqiqBkbMZMbkUl4vnB1lQELPOPPhrXwjgzPcCkoKyJVSMolGSsSInLXUwAiEOWoR/Jp3+Ecl+UbOBvqZpEUBEEWR3jHN3LPJDQ4RLM9XOt+jklw51KPSRMgIxMRgJmaEpGiIoOo3OeZ2VdfcEgAIuCl4hi784DNCFPWJcFSF/Dt8SrtUIa01XvlOA7YULbCSklpK0cg4zbZwdoCrCZUBuDUPgHJwFdUTgRClw/PbdwcbG2E42ChLZjYvKYHc3MQHJnxL+fRt0sR+mwFmkiXXUcoYFMQtNxAIUdCl/xTQ1EA8dhZAAZQgIBH0y8U3nyeFKyhhyA5Pbp+PwbvQrExB1KyRUQJy+28wRMBqsifF6PjwdnfyaNlIQdqmFlZaFoEZ2VjqVpLMLk4e3X8vjDeff/nl0aBioNQJFsyBF48fzM+XTd2u6q4anAHRarE4PTuZzS4WF/MEaTyZUkFcVD5U2Wk8OnwUuCiGQzSNsY0xdV1qmqaLbRebpClJZKaN6bSkcnf70ng6oaJ8+he+vLG1p6LgIi+yXMe6IjWb3/n69odKbhEIaL6xCUnchAGznQpBtlVVTURkoMzuO6XEpA5KeaAwOPyUG2HLon5XtygaIheMjL0KKYKqSU5PQPXLKnPdbvKq6vCMivriMLAOMIqlhNL7zmdKzbwizTvL6RP3QPJbD/LmV/WqGDKXhOgeC475InGhKn6YqTe12Kt4LKnZOngu/x65rEEV/Xm26SfNL828l7t+KTp5BaoqAVliTSac6k07u4yLA+ICeZmzXNAMkMgdVtzJF4y6GZ699U61sVmMx1xWBbMFIkNDBcr+cwqCbktnUUSYezM0JAfQvCh229He1UL9pHdtH5F7I5FqQvJUE0cBgM0No6D/gkDIbpMB6K527smGiAzEQOy0ddbzZ5u2PECJBDya7N561Uwfvf19WT7gMqhZ2zbMwBC6ZjU7PXv08M7O1RtPvvjyZDz2L0BFYaRB0vVnbwEXaKFe1uePDxezi9l83sSGB9UoYNKoaoTIjNVwXFSD4XArtcuzs9OtYh9VzAi5qJvZYnHRdLWYGSoRExfj0UYZSlXForzxwucOrj8LaMjmCSeuyupNUb18tR4pAB95wMx8kjftCsLICimPDXp/4rMQbGjqVDOSo4AGSKaGxGbJi1ykYNp7w6qgATKbJr8icwDEevzGh+MIQYlAMCsT8nHttiaq6ke5r1YD6wST5dLAM0PViysEt0V0oxiR5PmBiJCT9jx+yrKIzYXlfn+auzSruhcskoF51KppZnecrMoMBQKqKuYuFklRe8vPT2WXYm4qkC2AetIZEQZIyVQItLLFtl7s4myXaMqkALUDMbm7cPUxJrBkViIa0OqwO3/rjXIyLQYjChzII3Gg30jW32NuG5MnSiHLl/2fK/TlEICoGxZn5Tz7fiJgQGAqvEcyMF8HXjYTEhJ7ueuSF3CJqWoebobCuRyi4JJRdNE4BiTFfPPSms4mB7mYAY0CMZccGDRZoGUzu/niy5euPlGUwcC4KAEDYEOBSbqSGYiJKyDFbrMgDGVopE0mIqN6taBQMGHgsiwqDgUgTbZ34mo1PzsbTTcMuW3jcjlvYxdjdMmkmpFg26xSSMONnec+/6sH155GBIWERgRoWWrpB2rGzH2BqRkBKyTIoYUAYN7jgJc2XAC6r5efcaiClhUkxuiutgCEwUf3AZFKB+TNRftqmW8zMgBGVJ9WIs4L3WUkmL0BXJqSPXSzmsHDILKSRsQBKDBvJJKlnvUQBUQQ+BDsdeg2SZdEELAXCKoaiomBqIUMQ2AvCcaPVqwOYWCWx6JpEjNDCpCi/wdMAZ1rRUOA5EqDn2O7ffIscEMz6/Gp3KWDWgvGI+x2bLaNF5tEI6ICJRkz9KxwH8qeATt0QzAwKeYfnBXTn5bjCVUFEBWDEWTK1bc4+/6AJGqypkV9R6kBZ0cMAxAjDFCYm0R5F+QGzKCghsSIATBvYvN+CKA3AtFsEIDZ4wMATQyIwG3RQsicDBIyAjD5QYAIpkSsuX5TBFJTlcg8ZLIQwmAw4sBlVWuS4ea0qZcilSmlQpkDove7g6KoqvFGMRiPRtNuUm/Htmvr2LVNU9dts1jOJKmkKJpAU9etYsSmsY3xVrNaUckYirpbdbGpm3nXdWYAxEjw3Be+MhwOh+PNy9efGQymiGCWyL1XUQAR5ENLgWw266kRjg4AA4KBgOZhLjGlnphGIMCESPn2Cejdv3dmZgUCQ68rAQJPa0SvIc2ABCWjwfk0d4tnRL9MPbHbLIGJQchfB8BVJlmDYGK6hvax588gqXWKpphVFz1YpQaiKevGTU1BUyIuejrH/yeqPqsAkM8w7MHnLDnK/sHmkTAAKl5qmObYM/9y+VbR/PeUpcyfzi512io7Avu0iQhoS9oOQQ+wvkSrCrhA9pVLYAHzsaW5rAQyTGDi9yIiAqYmzN59WG3d5vGQyoJDQVQ5nyOKTkwxBcToRAk7YwkAiIGCgxIADiC5C1Yf4+EtF/SVb9bcKwD1AQROxDgzw1kR4nivZ0+oOBGcYV7GwJ5eZRkxznrVAD1e5bm06EWRJC5HRVlyWRSBy6JiKrgoUpuO7t9dLurp9vZ0c1pV46IaEAekAQpzmIw3xsNRI10Xm0XbNqt6hecnIRR13TRdq3UDaClG0dTFZjSeVMOB6y5UYtPWoshlpSlajEVZ3Xrm1d1L1/xnJmBAESVfSXm3ODrrhRISmI86IAP7cIhPyftlqmCkudHwJUrAaNBbc1jA0NeGGXd3MUj2MjDPInDpkpK6HbWfcJ5oI340Q6Y+vVxSxECI4tsCe9nFWnmBmCMQIOuFEEANJUESt/fO7zYzKV7emoppiWTgaREGQKqKZiEvY7Dse+QVrIcJfei6AoAKbsHrHAuJiU9EmSZ3mjEQBCBGUMv5yR+/Sf//SBk29JQHZCzI0CShpRKabVteprRJZlkt5XUJAKACiCm7Arb/SlEtMSi4Agjbczl7651yY7MaTrgomZSLipBExV81IyKQD0CEwGpWcOk+N/4FvQ7ty4++9gQyFMz4hma3evKoEsyYhWdvImf0iPI0qQEgKnDh9Iy/MqbQt6mAyK7Rya7KbqqsHkqLRRi0mhyUAkPiggMPyklVjlJKMMDVxcU3/s2/PT1bvvSZz+zvH2ztXR4OxqPBRjkoB8Mz1ztRUTbzedPUddPWdbOoF7OLs9VqWTer45NHq0V75dreC59/de/KpebkYjCZKihxEYrSaAmqzGydVKPpcDRlZtWc0J7NLDETjG5upPm2YQPB9QxQbjV9WWFfmvaLHdFAGUOW1LtZI/bYcP4SlpkKd/pCNDP0Tl5RLMclEaCKuG2vX10AkAkyRICsQu25tHxhWm4XM2TlDbPXOX5xikEnFnP0KuSqdV0pWzJVNBARNSEI+SJBEFRwcJaA3MQJ2VsCAjAiU8kAtalrIQgRCERTvsj9MILcPWUCp2/Wfp7t9onzS4NYdI0KK5NRwcbSbNPiAJdbVFVETe8z52eZTyVirm+REBgpqipCyg/Y3zbXD1cXb785mE7DaFiFwFiq28eYkOe7ZUGXWmHMpCaMvifzPYd9LYTA5vSKgT9pZ2vzPszB4dC3kPlGyYei18DIgNnDEpAdlO/LAszrDYyYsqQum8cqoLmSsRxuIBTERVWOTKPEROWAmItyGLsm1s2Vm09+7Td++4/+5Otbz7+0NRhs37xU3z1uoF6dnBdYEKI0tSF1Yk1q6q5eLub1ctFKPT89/+DR3dffef/qwcGX/84v37j1RAhkE9navzq7OApFaQiIAbQBDmY62dwuq8rUy4EsYs3WipZ7GHDQwdFzZCNjY98FpIwZI8DsWoNGGEwTfXjIZdtOM0ViwgAfpi/4ls/FM/bXUqYazZlVh+sM3N8YAnrF1EsUICP/4o4lLlrIWE4Oglib72erBK+IFCAJROeDcq3gG9X6v6CYsaaUYgiYT4e+jPXl5Eqjj6h7vWTWXuDtwUQgKqhAxL4MxEEqyK7//XfLP/inOBODnvMBGJKRqYANIE5gtof1LoWSgHoH5AwmILH/AUMAE1AyIg+7ARUgMxA3k0PQxLM7x9XG7WK8wYMhhSLwwGUKQFmVYKK9HhIZ3NyILDMAaI4LIKCRgNv+szpb4NoLBYDeQguy4Ktn7ShXfV7IIQIQ9rPgSK51IMpb1daCBwPNGZuQES9CAMPBZItDpSmapYxVgqlJETjgCARU05OvfKYcVi2W46tX9564anuXRpeuzN+7V27tQlE8/t63KPD40u7Z48Oy3dge3lidnS90dvTt754sVr/yy1/8lV/53KVb17iswHTv+pNMYKJJNHZKTIDD2C6TyO7+DQ6lVw852dq3iBcceT36b4QGCq7OzWChT6GhiVjuAbOsGogRPI/M0wWI8mHnX9vlJtDrZ82znh0F9M6VLJMZ6nuVWVWZ0D1Z/B34nec7k3JDKLlVzAvNHLdz1RAAeAa8w04GGAVisrLILFz+g74C1EwFfEZBEgKpmKonnXsT3f9GZuhHvGnvI8uQFVSISKpCQIpmJoiAiEwuY1CEgMSq4gWfH+mfooegNxagQkZlBbu71Q5ul8eHfEpZS977ZbqyDDwlGvKFlYGGfI6h9qtk3ZXHJZy/816xuVlMxlyWyKFHnvxdExioRjTIh3d/mkL2fUXE4NnOCGiYuTQDM3BiIMPGZn7CqSkjoC9K975jKvxXRWBCNlAKzv2QQ+2YI0AgT2WBARgBiioAMAZ3zSkHIyqHXVxJSlSUBklNVKNIAkBkBlMO5eVbT8wePp699+58xHs3nuFyOLl1Y7xzNYy3A2s12SnGo+n9d2OUultVe1sPvv3He1s7/9nv/sPdgz0aF0hsZpPNncF4XM/OACl2bUrJQABQRDmUe1duEAdnLUQ9kVk0D2H55UBkhKBm4pYViEjEWbzqKlsOmjUACmvpZRZO95VSb5nnXagfcLn68LXsLQeCmrFTtABGhmJ9/4FmaOhWrJYlY06/ZF1+5ko/5B8B/PRBYoCIgGDpI5WtiWES6DjD9H4Xq0GS6KNX/h1cvttjwwYARETOeLpdlkuJ3P4Pcf2dvepmQlEAUyQXMpo/QzToiRkvDJz+Z/z0+lICVksEVg7g2q3NZ5+5NaW6/QCOvv39eJEl8pq3s8uwM25jGTc0NZeZZQ9P36XZxQLIzOrjeHH7drW1WY4nVJYY3GVHgZiYoDNNIjERM3EWbQOgmiEGAAQKHlRp3hGigZGaGzF7oWs+5uu0iodBGxAZWH/VIKLP37mfGWToSACC38KqoNJJ0hhj13Vt20mUrotmJiqEEAITQ5fIZ8QMFLA0d6STSFQAeR+FVITB9gZG7d65f34h2888b8HifGYxFeNpqAaQLISxQWvLi5O33rpcTMsnLxlbi6miEouKQzEYTCxK13ZN23RdNDTiok11F2M52d7au2zicKYhkJP34jKAD0Fp4Rw5mVsAVeu9ZjCXiaiZRDDrTZizIxxA8Dleh++caHXppsOupqIaM4yMlhEHrwmNECXflJBc3uQeQpZF2QboKgQNsCaEPmQj+2K2p2UUcmkDYABJICVIDMzA0NO+4O9RwNjtu1yKkCT6+1JLeTg21/LZPNxvYcy6CfcTchoqIAK6jyyjAammTDh5/WzgXhCApJZ+nj34iVUNQIqDEp94bufVz9944sZeYc3RWNPs9OKHt6HLaU3gqAOqTwy5jMBplYAQDQgw+eC6Za/xDOSAiYTZB8fV9rvVxhYPBzQaGwdfOYhmZGYilgooFQyJvUFEZHPI3t9htlwgQAEwdjfmfn8akItIsyjEPT6IKBdZSMTATsT7De0+cRC72KzaxXw+Xywuzi+Wy1XbtG3TdG0XU5uipNh5gW2gAHJtb/TSU9O2a0LghDFGQkuBC6cXVaOrxsNomLainNaru49gLsPdXR3ODK1bzcNoHJf18uRYAFazs2IeW9GFzCTYoByPipIoDAYTU2uXq3qxWi2WdVsjE4jEKDHZ9SvPDAYj1Wgu8cFMO3tho56Qa24F6LWiZeF4z1T19K/yusQUAQqeiOKLTyiZciYSSRHJUC1PMlivhPfs5lzPABkBmyjkCx3MRM2cpGUKfiA4uwKWTeScIHFgBvP1TQKq6vIiVD9x82oFABSFmKAqTAkZwSSXwirJmXPzE0nEcu/srruGbrAGAUh7xCuoKqIiObuTwDtvIDOvpXL1gB4sCIrEoEro+CILSG7E9OMv0098l1pgvHxj9Ornb7340pMbm8Nmcdo217sXX9ZFPX/rvqYP0SvKnqWIkMspM69LlNeGMf4bfYSIMrDUhIt3PhhsbZWTyejKFRwMMY+5uJgoeM6MS6IVjCAAEmJAchE8qCZCRM+bdD2fKRCqQ5F+YmSvMPa1QETZwRkZiYi4r82gbWR+sTg9vVhcLObzWbNadqlp6yaJiUSVGLuUJCVJKmKaNIftwb2uO9jC0ZjLIiCgRBQqRRMZmRkxg6EqW0rldMyjTW5psnl5cuOWpljfv1/aoHl4FJet4zxSS5O62ppoUlXjUAQmLqpRCKV20szq1Wq5qusYO0TqYmxjF8Lwiec+q1n4Kj5aaGBqRo61ZokMAWb1XJYMePvkA2f+d5b7TLRk/lbRr1TJZmUAhAaoaMHflmLPcmVUj9THRMA1fV5w+w/3EZ0TeGNhnINl6UMDbr/6kY1cXYTohB+yg2F5l1jvQQYAAAL58tD+CslCKcg3oYNT5nOh/R1MRB5gjRm2th64VkDoVUfUhzIZ9G5lGdQlMM2QtLf9jEHBCE3EK8hPbSaGVDc2w/Ov3Hzuhaf2DnZM25apmE43n3ha6kV3cd48WCBSX4kSoxIa53LXtV7WN3mkfpeCv99se+6PqDnrzt5+u5huUlkNDi5D6UHUysSABEqW0T8gKpymQVp382vzTiEkNVAUIGZky0pv7gdaOG98ZOylf0RkAKZihqtlvDhbnh2fnJ2dLZeztmlUNEqbOomxqZu6blZds5rPl8tmUTdN2zQqyUAIsAg8Gg4O9l/d3Smn44kWmjRhpII7CAVRgWzSdX4UI/BgvI0DldDNH71nXZKmQy7ETExwOLTYSgUKrCkwlcPxtCwrIgpFEEld061Wi9VqUdcrMxZNXRdjtGtPvbC9f0XVEETNHAxzeCHr4Xo9jaehZKDVMq7Uc8fW03uaMds14wiARgqJkM1Es1rfFBQdHuq5RoA8mei6LlDw6TCXzFvfC5r/0Wy7si5s11oYyiQHsEIEZAQC9FFPcnMKQkTO4ybONahhFEgRCgIFCJT/lWRUIUsAwUyAVERzc+qMDMCaaEXqDSEzu+TaVUA/cTLK5DBxVhEaqiTitYoV3B/Tx7Y+rV1alXjjyY1nnrm2e2m7rKqmrg21rCrY29Unn12dnNSzH+lc0YBRKQ8LoSciZo7aAADYm3+3EM6AwLpK8XKkqB+cX2y/WUwmNBpRYMYKDAiDYlJTNWUsXebuQS4ZPMxApVN/wb1XyErvX8yUiXJjQYgILkND6jkdQASQZHXdXZysjo4Pz8/Om9Wy65rYxSTStvX5xdnjw0ePjx6enJ8uFotlvehiXJcvvswZkNC2J9XXvvRM07TLZU2hQERGSZoYyhRbBzwIJBSFiMS4DEho1jSztp6DIFEVqYWNQiG11vDGoFjFthYuQlmFUBAEFEttrOt6MatP56tFp8kYurrumi5U42df/hIhQ77pwLFT1YTIOc4koyTgkxw5DR3XsIzl38kXYOabAJCydADA03TUzAeVvIIhH7PPA5h+JTlam28hc11gluakfjjT+U9Ze264W6/1qlfLfSo4V5npG/R4Ek0innqas4H9ZwYUA1FICTSAMWgftQCgZiKaVBUzgIJm5tS3F7F5eyL6Q0Pow3JcJd6bnhKxiJj30m5Yi7kdZUIAllzYm4GAeZf+qd2llw4Gz3/mxrXrlyeTMaIgIGEgDjyoRvsH2888vzo+1NfvS8qHr+bGGjk7I0JPNzudjk6um9dT/XfxVxabMHv3frmxVUwmXJUKgMxMiObebT4wEZA+rG28Auo7GVE0JEbnA11XS6Vf6R5yShQge3yaD44CUNfp8iI9uP/w/Oysa+umqZu2bZv64uL0zp33bt+9fXhyuFgt5W95ypbLozWhk6YbG8vlajgcoCYmTkmYEwGDEQe2pAELCKYaE1DqOmDG4QCNpGtTGRFEFRUkxjZ1bVGUw3EV2KleVtG2a+azi4v5rOuiRoupbWOMos+/+svbuwcZC/NmELj3wfAClft9lD2izCCbnIDmqd7+YPXIDwXDLBbPvCUSgSKtSRGk9SQ2ooKjJYhghsYAqpbAyBPNIDuHoZmpidu4+mPFHkVF8CGK7GINjl84lODi7cxr5slEL8b9qF8fNGKYFETADLJyT6EfT9Ws5UVSVcvfGQ2BOAD0aBUGh7Xd4hTUTxMw87m41ANW6Hx7D3AZc1AD0zUJhJCFSh8vbPiEu/TpF/duPXt9Z2+rKDimSNBHaRHSqBpfvbL74mfa0/Pl3VUPuHEuUAAIKKP+kEeSFEzc28KPpx6v9/IHAeJMLt6+zZMpDavRwRUaDJHdSlfAPPPLQQ4jpGzwYPkNAxZgQmZoQTS5ZhAgs6OEgYhy1eH7yUANYxtn5+0HH9y7OD9NMaWY2jaenh7/6Mff/fHbP5nNZ+nnIKMNTA0TQBQD5On29PT4dLVqxpNB19YGCQkDFahQlFUIJZrRkCRF4hJUu1gHCpo6k8iAqV4lNY0isS2rIlRcVkXBhQJKSs1qWS9m8/msS11SVTc7a7q9a88885lfBDcp9oMKvWln6lssteTFSLZyB7c6cUzbV5SrAg16ltN7TVujpIba6+xy2IR6+6po7oTOpmIoYNjfmazZVi+3bOY2hciqCbMOPQComa51ZfmVupNS7na07xIxD2mBEjBkjbUf/bBWIImCiPmvKABgkIl39wFGMnDw25VDmYLwaT7LU7WUj6As71BFJxoVjIGEzEchWTWCWe8lC4xojCYGSARqKGj2KVa8L7z81NXrVwejgTfT5kUNgQkQ8WBrZ/OJZ9qz0+78+7DIA30KBfhWyPDXWmNJ5sPvmU35yBLPozOASvXj+fk77xTTzTCalCGEwEnNJIp0hmPujcK8WFVQJupJID/sAYjBiYhexubOnobgz93hIk2gQovz+p0331kuFwCmJvP5xQ9/9N3vvPatk/NTXWMbH/fB/i9moJqKUB5cvnL44CEXZISQkOulhQFTYKGqGCskYkCsEJkKQmaJMRmHkruYwmSISaHrRhVREQABUTVp17WQSJrlcrFs26UCtF3d1M18MY/KL37u7wwGY1WRfitkQAjdKUm9QIUMnjjHpmR5bCDfRP2NoG5tn4s49IHc/pJFNQEDRDFAMPGWX0zIKeqc6Kk+oJMLGbdsRHKb2HzTZ0wHsRfoAJqaILDlt+n/FSKoD3EjQG4DzWN+jAjyAPJ6QSEaQlRIAlHdDdF3ovPqhHn6n9SSSDRLWc3iLgLu6aWkoATBNLrrbj9j7CcgMKC5msYcufeCMS8aZ69EFDD7aVs/XvczPp9wlz7x9M2NzQ0mcns77IcWCDABcChHe5e2nnp++fDR8qd3AMhpbdcrrR37XI3OgMlVZJZRXr/XrK8Znca0xMu7h9XOu9XGJpYD4sJ/eYn5B8gaDjN09A8go0fZmUHBgChghoUNDPPRnLX1CERJtMDB2dHZW2+/tVwsU0oi3b37H/zRN//97fffS5J+zg3q542LkhiREVMXNaXJxubmzu758ckG5LYPoSiHIxWDAplKlIgIxGUxnKhK6upU1LHD0AWAIKZJU2xb9xPXJHW7jCqS4qppm9XKQzliG1erpmnTdO9gY3PP0SFGFk2UG3i/jsh3Kxqopb5lBOyVIfkKwIz2WT8f7rY9vq4dtc2MJpi7Ovalot95lHtPL/IM0Mh8gnxdQueWiHuJIiskBATfOoAAPrwE2V7QdH3Pg+8f4rWth2NLgQpixjXKxDgcESSVDpJ5EHj/7/wXUDBVCEXGwpwC9q+Xm0z/JSMAEaDf12qwHojJ1xS435Mbc4Ej294/a/4u+YG6UJk+Pe3R/v4WEigI9eU7EhMxAuUhzlE53L+09czzcnKaHi9zSB64mZeX4oYZ9TNEFDDJ5RPC+oBeo2VoCCQLm71zp9za4tGUywKLUkS6ECVGDgEAXBXkz8BvavOCLhMiBoDIpZ+fiO6WosQB/emJFlR1q+7td95aLOaqliS++eZr/+7r//Z0dpZ1cz/3RWoA0pO/Sc2HPFXT7t5209WPD492tjYnoxFTVYkxgKiURWkJpI1QoAUhIgZWIFQgM1UlIjbSwKCKXDSrtktdMlzV9XK1NJDARV3Xi8WibiIVxdbOpbIqARwPW49KqZkABjBFoNxa9ko55ybVh/PBXMaslggCqlq20bF8mfq67CEdzAJ6VNeNGJAB5gYTELJ/mCGIiiNABNCrqQWQeomY5ivNsEeSXAYAvYEcghkwWW47bD1vBQAEJKaYp2nytx6Oyp3djbZZrk7qTkASWJEXhVivze2ZIoVekeVKelwrTwGRzcQVbH3cudfbAVH638UziXrCCIA4+KlEiLpeRGZZf/hxn0+4S4uyVAW13lfIJRp+cnA+gsJ4NLlxI85OzxY/lLkCAhkQuPAmnx/We+06d6dmhKC9ldiHzzive1odtbN3bg82dovpMGxspiTY1qoRbQAuBMagvb0REeYT0x2iIXdMRAwYEACI8lAoumVdGg22/uzPf7hqVmaQJP74p9/9t//h3yxWK/AZ859vi66r9qxfI2AC1ZS6mnADia5evZZid3Ry3sXkgRFVKImYEMlVtMwZaoOCIgeuCCo169rGzIgJsKzb5bJedCkum3oxW0ZLg3KwWi3mi9lq1SIzMY43dt3yz4tMJyYCsAeP9nNhH3rhGWWnkFzD+A5WcKdcwL6/AfbtCpAMNE8ZgJmSmSqimZJvnHyuYQ7FxAAKBgmBEUxM3J0oa2I/ZDHML0bXwKCJS9LNCWgfZzAizf9cvWbN8iTLyHH26OhXbFFsbe0vl7y6aKQzUfelzcROkiiSNJ833qITAlr+R6pgRIjqWlP4SCXddwGmaqomlE87RWKXfINnT6AC9C6yecCL4efBjj65jtenHwwAhYiJAlOB0AEIE1syAALm4d6BPfVCPD09f/0Od9rTkUR5Zsd8i3hVIf3C9oqjfxDko0CESY1QqL5/vNi/U25tVVwkAipC6qINlftwQYCMrgGyu6iZGTkUCuoWmEiFqSF5vjgiYkzp4NL+D7/19tnFuSRNmt6/886//6M/mK+W+W38LVsUe+IMAMsilAUFLhAspkSoVaBAOKjKogggYKaEVJbV9Rs3BsOTh3cfpDZxKG0gZRiDIRVlKEdUlFRUYCZdQi5CRRrNwEQMEkWtU0xt3XVdXNbdfLFcNauqGDRNM5/PF8sVMZdlMMOt3StECAYFBZeqqwkAkB/q3kzgOj3ND3sys94nl7OoAbytQwBARUBkYkjisRRrXqY30FRfl4awNk8l9OhT503INFmvqzbLQt08JO13pjcl/TQvgKNT6CUlQsqUiaeK5AoSCZmI84AcIQefLsxijKoaAmxgOJLOkoAIEOUsUseWVUTZwJKq+DyNN+5gSOhmMehO/KqKAISMHpyZ7Uw1E43m6lJ0HayKmvlQYPCfPLMJCMz8Kc7EMGEyyXSHSI8f5MvGzwcjpGE1vnwlPfdidzZbfXAGZrxe0WDeMnoKWmaNfd1noDo/XwQkd1BGVENZ4fLunWJnF4ZDnE40TytZv40MgRHYMRHX02Q0PotymTggohEiMqgiokgaDKqjBxePHj9yX8TZxdkf/OG/OZ2d/60PjogIQuBqMAAAQmFgJkQGTWqmzESAZhaTVAN3e+0ArAiBAo5wcukgFEW49/69R48Pr1+91qaOOqZRoFAhBfdJTSlK7FxcnNouFAOkInYaY7uqm1XTzuYXy9VSzTQuF/PlKtbFoKJAYEih2treDxwy42delJL6k8+O1U57KhkCsTp9Z2ZE7tWAki+kXlgAjEHRDJQoI8J9tWIZODffrwY5pS7DhblH84APt8bOHjeOFa3fIFCOY1fAPO6Uf/iMZfmUJmLe4QpmiJwZbzAiZtRAgSmsaT1RY8bReFoOytWqVvVC2vGklKEVDz5EhFzP98dI5ngVs+++TxWZJjcM8VxEJ5VMPVUMSNzs1kd4zVwkLKqmCGDEbComyp+eazaYcU50xl6SrojEHFKKiOj2TIBQbozH129snp91599tzt2L3vKxmp84em+u/evoG9cPP5QR7GxF3z6eLT64TRsbo/I6jEamKUex4xol9tPTwHEOAHcNA6Re+SCYDwoAsLZe7e9dev07ry3nCxGRmP7sL/7w7uGDv/57IwJ7bQr42S+8dP3qtRi7+/cf3Xv/fRHpWrd27YUoAlFTIBomMRWnAwmpLAZCSTRu7+6qprsfPPzg3t0rl7uN6aYmqYZSFANbJdVOooEqEKbUiHamlFSb1er8/OTs4vjs/GSxamOSmLrVaqUA4/G4CIFCAIDxZHsy2cypGcb+YPsodMdwoB/1AgUBBYYCKKGBfTgrgaaoeaqpt0RyAQ0xkvkZnUcaQLV3AwUDBQUIgOajNaprf75co/qpYd44qSKQojCGjCGhOQpoYB614qMTbr0HWdYIANm73N8vMiGiJGnalaR2/eJUhClMN6Ybm+P6okkGScCzd3z/mJpqYi59ksmyuVl/fbgXBxKgmJjmLtY7CUN1Q7QkbhGRfy40VaICvCYX00wxqGGfL+6G3B/3+eSTa87bOhmNwC7fVlCErLAWS2QEZSi2t8c3nlwdH7av3bEG+MMduPatdqVtXhrWA3NrmgsBMsdiiIDa0eLuI9v5IGxsFpNJSq1oJCWigNQXptgjvdjT4hygBzER+qFt81uunp0tj46Pu5jM7O6D977/+g/+SheKAIHZz58uysGV3SdvPUHIMabVcikppaSiboiVYQhREIOSTdVEAYD9xgmhIia1EcW4tbUtSR48PHr3vff3dnZ2Jpuj4aQaDsmJiKRAhBgEkkjq6rbt6tn57Pji9Ozi4nw2q9smJekkclkNqwExISEjJjWxsFyuhqMRGIC3+wxsrCYE7IYMfYqJMbCgGkj//PIb8OgXyIOUjvc59gNEwacnzCUB2e8hF6K4rloRALK+10c11ZKaub7f2Z9cMFv2FsrIoXFW5FKWCvQjmTmxq8e8WNWyvZB5BgLWTTOfn7fNar3W/FCYjCc7u5dOD8+k9lLXTylREx8WVRHioJJMzUxFRXsDbk9wcpUO9pWwqpsli7meEQhUzEwgeoGslmeqzXzI2Yc/coUOIKLx09ql0BdBjGyYMqhl4LYUiqoqqsAEqBhG1ejKle3VS83pWfPuOTnE3RPivYGDL2xbs+C5rug3VUBT0NhzrfVZZ/fujfauDLa3IOWsUfSqFnEdQIIZf/Zf02Pa1kyDLyqan59NNqbvv3W3bjtVTNK+/e4Pu9h+9NclpFEZomgUMYOiDK+88iIiHJ08Xi7r5XzZRYlikvLACbgs3jsBJBGdLToiFE3uWFGWE98Jw/F0ywAwPHr44J333h2Eamc82d7drqqSQ8lUuqFpjDGl2DXNxez8+PTkfHY2W8yarm20K4qqHE6qsmQiDoyIpphSuriQb3zj+5/5zFPPPHMrlIE4OKPAXJoZqZkJEKGuJ9e9tCBAdH9dBFRUtgTGAOJnv2rnLytpXIOVCL1Fbl4buUYyMDTOejk3f7Q8TQ8GiB/xwOppGQVxDzTwH8DHHoDA3Q0wb5JeiEKImskYYATMhY4l6RKaMVMmXQEQcTQaX73yxMnR4/MHp0mAkyGjqYGRqc+lofZGhGBISIacFWRABqCeoQwuA1T30WcIjp76yS49MmyqppKz4/qrjYmyfUPfJnxqu5TIwTnN2wjz+CUSUkixdWNlIzd2DdX2ZHrzZn367Pzoe3SRVwD2KCj02F7vaGy9O1iWDeadAu6ZZAaoElYPzpaX74/297q9lZoncojX3a47AVyf65Qrm79ETyFiSlHe/NGPfvXv/c6jx29IjGayWJwfHt8vA8WU325VFNPhoG5WURQRBgP60pc/90/+4T/4xh//URfbxeJiVa8030pevoGbc8P65za4++i4SWkbGVQkxVCUoazURMGGg0q3NrhgCuH+g4f3j47C+7cnw0lZFGVZMjOoglkUXa1WZ+enTdc13ULMuCxHo0lRlOyhuwGYkZBSm5IoVsPVqvvud3/y+PHR5z7/0ubGpo+vI6DlsCw0yHI8zL2lulqoryABsx+vuS17Us26MDH1TBbX7gOCSr9pMuWaU31zkQx9TNOa4kdE9ufkbh4AkHvAXEEhQUACAM2jhbmzJlNRn+Y31w/7sxbfrUVRDKpyc3MTwo3Jzu75+Zkpb2xOb9164ub1m7s7u/PF2U/n30vLyAqQIImJJDMxTcCV9QRKvq19GgfcrMvEQCzm6laSZ3U6jQfuqO/6ETNPkVMQEHVOmoyzurzn9FQtpU/tLkXnefzc9urIv3e2//S3AQEDB3abadrd23jymY1Hj1c/ugMxey84MuR/XsHNYB1eymzph7AgAgOSs/kGANDOZf7+B+MrV+LVG5oi2BAQCElNyNiZhQ/RjHyF+vNfu00Wd997+PD+MWixXNYqoiBHx4e37zyouyw2HgwGl/d2jo+PuiRlwNEovPLZz/zLf/F/eOf222fni/n8tKnrtk0pWR8X7YvtwxOSGAXsnTuP3rh978rBFUsmqdOu4GE1oA1TgApNjULgEELgw8OTk7OT948fLReL1NamAmJu96NiRloWVTUYjscb1WjAxEycrxsmRlIzBZ3NFz/47n985dWvXD64defO49PT+ec+99KtJ69RD4qqKaCRskLKkmdARnYPH9O8LgH6qU8Xijle68b3uZgjrwNdQEJEYCk7sPiNBAwu5DUwQ13jWNA3uK6dNnMzJutrokCsfi4jOdWs5sRGxnSg/wuAk8FMyCEUoeDp5sbW1uYLk5cGw0mUTkSLUOzu7h8cXDWw4bA6Pzt68M57KRmIiWrSlInLDBX511zrNSwLFTNiReowUVKzTF0l6RDIq0S1Pv/UKQwE1cjktnxOXuTe3FRxTRb9J9+l4jFcwABGDsL0iLSqaEqWegGY214QYDWcHFzffvrF5eHZ6v4C3TkDPhTX9/IUBwSzl6TbkPsaCqgFajJgdJCfm6N5/fBhenqlCcAIFI0QmQjXeRCGXOZ21K3YfdzFDAzms+a173yXB9X5yaypa1FDgKPjh3XbGUDBFIri1vUrDx89bLtYBNzZHf7C53/hP/un/9V8NvvOd7/PCIEDQ+hiFFG1NWb1lxtaMzS6mDf/6v/z9c3pxpd+6QuFiGjCyKEYVNUoJSlCZcA8LvgaD6rh7t7+fDmbz+Znpyez+Xy5WKxWc1AbVqPhYDocjibjaVWWXBCoOx4wgQERqLlK9exi/s3vff+1t979tS//xiuvfGE2q7/xx985PDz+7GdfHA4rUzdsEMszt462oqEisJmb0KO7vPsKBVMiwjyYmjsLMvW2BHrcDtcdl5nbea6plrx01e2zTVUo7+rsMI6ARuQzXV40EYCqKBArqgEAY48KgoK3RuQ0PFIud4nLcoAAw2p47doTW9tbzBSTGMDGZGPv0hUjMsQHj+4vZxcXD0+SQOrUFPMpa6qZgO31hj2bj+iyDhSRlERFVVA0z/GQFbmJMlEfyTJTST6oAy51U+u1U/490how/VR2qamPCntvsdZPECKrRRUV64iZiX0MA4gIqNrY2Lh5c+/8+PHs++3c/4zzMSimgOD+CdCLpgE+NOtzepZAEFQsODUDtXZHR83sQrpoH/roukKSgII/Nc8jyWIZBK+sk9rDh6e3X//JZ3/tC4vFUkQATFTOz08NgBCrgp+6devs7Kiu27Kgy9e2vvDFL/zOb//j/e1L/4//9v9+cXFR14vFbH56XkfJ5Pdf36IFIzMDgKi9/f7R/+n/8t//7rt3/8nv/vaVK9eQOkTisiylUpMCmAIUoQxFuVq1e3G/S+1qWS/rZj6fHT1+eH5xNhiOJpNJWZVFCAGDmpiiQgJxC8SsDEkpnZzN605WJyf/+vf/x/uP7n7tV35jMpm+9trbJycnX/7yF7a2NwD67QYAhKofguOekZNFAp6NCIl6tNx9AwHM7z+XPZhpxssRyUKeKgPNOabGGf51w0XN8k8FM0tZvpY1LX5Ku/ErmEI0jZpQ0iAPayIgrj3znf4FV8YDAgJTCFwKu5sMjYZjJAiiAMaBiIiLcjzZeO7Zl05Ojn5Q/2l9umpSlCRmIBKZPXJ9TR0FgORts5iYoXi2uqokSRLNwGcDoMdjVAAAVRNklau6JFUlaTbtJgRyk8MoSe1T40vFAFHdxgZQFcxQgCzDXaKe37XOjwFDJqKCRvt72089Wx89OvrxfUuM0GdxQE922nqMwmwNhBuYCSEQGmfVNhCiCDTHx83pcdMsJrpL3k0AqRqxaxgQsM8Q8/s5G9zb0Ul85yevH13MxqOB4yBmiRBX9QoAJsNya2tzNCjfPr0IBd56+tJXvvq1L3/pa88988LX//D337lzHymulrPVsqlXXW8E+1dPxUBYBrI+76CNcnGx+u/+p6+//uZ7v/lrv3zr5s3L+5f29i9Vw6oqR6orQoYCKPBgKEli6lIzrWNKMV46ONg7OzvvukQcCJWg5+A7jWbevqmKogpo3XTv3Dv2Qq3puj/77l88Pn78W7/+29eu3Lp793Cx+uMvffFz169fJQwuaHWnE+sRDTdFQATtZwrRTVUQDYQ4EOaoQsyGt+Cp2e664pPfouI0GCD6TEnvD+FHmQGAR8IQuVcrY39GI5CHICXFNiqUQ+SCmfvO2RTcUN9TTwHQjb/dNgGBkJhc86x92qWqInKXEqqKyvbO7ovPv3oxO33jtR+t2raNbYydwVBNSelDcMiSaB4u9Y7ar1lVUxMwdb9xZ0SdME2iiFlaiLmZJpNcGAASQASnCrxvSJ/aLnXnKLRseNPfIgamoilJMhNnitByMJaaAFEYlMPd3Y0nn148Plk9bPNYoHkJk/tdzicx5JMdwLJaRhgtZVMVVcMAJHNpz07iqlaAnCmaHdu8eg5rCtUf2tnJcbOa7e3vn57OiBa7BxP06twlN6YiqSyKzY3pU08+cfv2HQO9fmP/a7/6a7/4hS/duvH0ar44PDofj6dtO6vrZRe16RL0U5t/eYvSsKDcgyCqQYwSKzHB7/34nR/+5J1RVY4nw0t7e1cPLu3ubGxvbm5ubk03xjvb2xubk9F4VI2GxXAUUzSVyWQyGm8sFouYWkuKBlFiWzcR3HTCFCCptG08Oz977c0P3rl7Yh++LH3n/Xcv/vV/9/d//X/1zHMvz87bP/zDb37xl3/h2Wefcm8LQ3Wrf4/c8cZRLBsyEFK+YV08j2SAhEFB3R8wW4P5E0TOcDCyAahEgOx/0KM/LhGFnhIDM0RTscQUEDBPhwOocR07wXIyGo+GQy9JXKWESH5QG6j0/imYIwxdbkSImGIUSWWoUn8LDMoBEJflcDAa7V+59vJnfnG5XM7Ojy8Wi7qpx+ONIqBzLqqK3kOJptSaKiDlfyPqF5ETNAAI7v5rPU+hTuwaACoYgwmYiqG7OpNTPioqaulTrHhVEyGbx/pCjhLw8T8PQVr7YBsxZ/m1bzfi0Why5frWs8cy/0lc5C/YP1zMysYeiO/XGamhq4kCmIgiBPK82k5Xh4/bxUy7ZJUa+aAzwzp+xpFnMDNLKf3FN/7D5RtXn3vmiWeuz44/SOMpX5yd8i0KVCrEJMpMV/e2qgFvbUxns/MrVzZ/9dd+7fOf++VrV26EwH/+F99crFRE6nqxWtYEgxjTX9f3MmFVIKCFwAx5hjom7WICM2LqknSymtXN4fHFa2+8jcChIEALwEBWhXJ7a7K7u7u/t3NwcOnqlcsHB9sFYVUOQiBQjF0bu5RE2pRSikl0sZgfn5z95K27b945nq1i+sueV2ZweHr6P/zbf/X3lstXXvnFepW+8Y1vN/XqpZdfYCLq2wszFTDr4/2YgvdmlGeeWDMcrwgUmM0hCfd6NwJyyxXuvTCVuRSNRskDF3ygFCEYJAUhRUUjNFElJEnJB4UQyAzq2CYoRtOdjcn2cDjoJVAElnKHZQKgkDlSQrfaz6oVEJW2a5JIoaoqBuZ963A42t7cabs2pXTj5pNt2/7kpz9cLhaL5Xw63SwKj6YFNUsaFbIlr5qHWmhvLKgAZCiARooJVM1EkqoAsGgbQuEexWiY/Gka+uCR9/LitlhrvPFnfj7xLlXPIiDkBDHnxnnGo7j3C4Ozhq6eUs+NRjDQQIO9vd2nX+hOT09/+giTpz7wWrprgNgb8PiRa7noNUYSEG9le9qd2tOT7uI8tqtqMkQlYMteHgbQ+8o4TW4mXbtggunW1nt33vzWt/58Y3PvbHZWDcrkEmxLu1vTrc0yWbe4WOzujn/zt3/rl7/0K9cuX9/a3EkxHh6fns8uUmrOz85TxJxO+Ve3KA0LyjwToBmKJlMU1Zg0rCEYMyRIoGSYNIkBEXdqBrKEeDZb3v7gkYioKlMYDKut6fjKwf6Na5euHOxOx4PYxfmyns1n9x8dv/Peg0fHs0UdmyjaD4S6mcdHf7DFqv43//F/ni8vvviFXwGhb37zB/Wq/sIXXi2LSjGPiva03hq8zRotN/6krPAiJHIBEvrOyO4OhIiqkMWRSiqCPV5gJGu7PTIAYMOIQKJKeTozfzsFiQICxWiytbUxnY6HgCQKapJdxxUUNF/yvXzPQKE3u/KaswiFZ/d4le1+MaEot7e2FABcbZSeUdWj48fn57ON6bIoiqose+jIxFVOgKYilgCcQXXL0sSI0vvRqFumWm8BbTl42kAFlIwdm/IlkW9eVc/a+LR2qYhQjq0B75IRA6IPAybTmEfZvSF0h+Bc0gIShdFwcvXqznMvLA9P68cdQ29QlC9c6/cVIIB4FI+XRv4aMWOJ4MT3xao9P+mWS93aYhcgqvRRJQVlCTAgUTUYP//K57t2/toPvvPOW+88uP9wNNy6uDhHMrOURJHs5o1bJxf3pxsbr//o+6989qWXX351d3t7OBwWJdf1ikO5nJ/PZ2cnJ4uN6eT4dOYPhBBD4JIJwdzezMxU3DY5O8oCQBs1ELKBSypdTmhEgKgJjMFAQIEQBZUcMlPoYmq7eHo2f/f9R4ZYFMVwUAJCF7Xr4qqNf+Xq9HWJvYTro5+2677x53/cNPVXf+XvIuB3v/dG18Vf+ZVfKqtKTZAYVPJl2n88OglgXfz6/UkAipRrSx9hyQoxVDMlQUXLwU0GCJAk+dFlXvWp35lupwIAwOBVGESFqFhNJpsbW9PxpAhFUu3XRT/z6fHHmOlbx1Rz0In3g05KqSEYIbmalpARoSzKna1tU5GUUkpmWoRisZydnZ9VVekIVl8POncUFfOYGoE3e14cer9tBnmzGRioGqImQSZXUym4A5v35+4miqbgmv706VW80BsjQj8PkRE+dQQPXBSFkMFVpyidSiUkLopyu5heu7n59N3l+Vttncd1PzwaoXed75edGhsoE5AigxEqI/nEe1p1y6P79cXZ9NJlDqVKInK9bnBuisgRewai4WB0/86Pr127Mjs/G43Gx0fHYmmxnA2qyaw9LShsbuzNVo83JxvI+NTTTw0HRRE4MC8W5w8fPt7b3V/Vswf3H4tA28aUNAQelkVBuWT3wUlv6Jghifg5H9UMIIklNUADNXIXEjIRYT96TZlYQUVVTWjt0YckJgbojVAb29myzbY967301zakuRn9X14Ew4DM8u0ffFvNfvXLvwGEP/rR22b21a99qazK7Hlga+I7Qb8PMj0OWcJgZt7roI8Mex+GaB5oD2goeboFAMA0bxVlQB+YIURVRGQwAhA0VVQCimpdsjCabGzsTMaTIhQ+149+G7rqAWmdatHbPjtWHRCJmV2zoSq+UkXEAFTVJCEwohUh7Gzvmf8aiKb26NH95Wp1cnICYFU5MPMRDwQgMnfeJQVQE0JWJx5dvACAQIRomNDIUMhIARymYlcFOgGLapZnj9REkwqAfXoKwQwGoIIFP7oAgbEk7JCIqBC/7lWAA6KpYr/9zMCQMISy2tnafOKZ+aNH7btztDyMr2DZeA7Xy84AUADVIPggPApl6wpDA4i2enC4PD3sVjdCVbrVfQ50YSZ2cyVPZcPp1pYZn5/OuKDf/p3f/MmPbj9+/PjOe29vb23NZqeqWpTDwEUI+PyLT9+6eX06nUw3tg3g6PD47Gy2tbG5Wq7mi3ZjOpakO5vjsmQwS100j4ciIKOkSkSIVhjFDAoCZLM6I2cp3Q4njxQpmKGiWPR0Bst3FjvO6PQ4kePpH/Yy6E/pwxmOv/T569V4NECDLsl3f/CdQPDlL/06cfGj194ITF/52pdCUaHnLylCRgJy1HL/GDkbKzsMYhnpdWzdVST5FvrwXPZWEwzIXRrAzF2nKeRs7F4EC2LYJg2DyXRjazrZqMrKVUiuYjIDD+5x6pHJ9YPogkHmwERMwfUdxnmi3D++UQ3BTJECEVRFsbu1b2aGJAaienz4cLZYcFFMJ36ICCDmPs5bNwAkdE12FmUAKCgSoQqRp92SIawrYHdMIyTzFEpwckaTJMjGfB8/E/Pxevy/8eOOUAhkliwDnArowjgxlOxI7YiXF1/6odYTwVSVB4PxweWd558fbRFD/mExr7z8dDPQ76pAc+9moD7RImTWjFYPj+eHD9vlAv2g9fEFL4V6/ZI7m+wc3NjcvvTWW6/Pzo4tgZk9Pjz80z/5o4Mru2AgMVXFcDAYjUbTJ249PR5v3Lz+5PUr1wfV8P07775/5/b77797cnw6GFTXrx3sbE1GVUkAbhHEjCEQIiVREU0pdSkJuJQ0w2DmyQpqApZMk2iStW8HGYBJBhTMMIkmiZ04pGiS72Hg9WBPrvyzEH4NZv+MTxRbtqpmUeS7P/zu977/Z0iKFL7/gze+8+3vm5ud+9yP093QO/EB5AIF18RzHn/zWSz0VlvVsgDHiyzn5nxuRt3/wRU8RIyIgQtynWsoALkT5Wq0sbm1Od0cVmWWOrjGIKdjAXhARp6b6EsIL7/AO3JCRDRy0TxkPlYlJfGZ2Ow2hmXJO1u7l3YPLu1f2tvb29nZL4rq4vz84uKiaVtJCfvhbl1r2Ry6da9Dfxj+L/P4nWYKGtEU0VAtmpobqYNBkhSdAzET8Vv+U+tLAXStZLfsjE5IbqpFZCimpuLzfqCKjGAIaoTAIVuTUCiGOzs7N5+a33/Yze6LfJiNmYMQ+qVngGqotpYkGZgxQHJLJMPuvJ69//7i2aPNS5dDWQARIBEHL34wYw5IhNq1d+7eu3L55rDks/nFaFjFrv3xj177vX8iRVG1zdKUCKqiLIDDcLS9sbFThHI62bx2/cmf/PStNsabT1z70q98kdk+uHPvvbfflSRqCgKKICIxebKDWuY1iBEZP3wTohYFypD7KJ+ldBDFyyIWA84SMgNUAU+OMgNRd6rzItRg7W0A0LMaf8Or+uvFMACoWdOl73zvz7c2t59/7pXYybe+9aPRePQLr77keJukRATZRgrZ3TPBxJmYPkHLhUrrgs6bMycPNS9a/wnVvIUjDAoJs3bOD11kCmYQxYCLyXRzY7I5Ho6QSCS7HyFlI0EEdIMIxD7nIku1wecEKB8qaAgpaXLZgBkAxNjG1GlGTBwKocGg2t3ZNzNV61JKks5Pj2azC4ldKDhTTWauWc6FgguIkNQ9s/tVigDMIWsGFYhBonP//uUVAFRVNDqS1g8kffwu/YR3KWRwosfWUAjJWXLnlKz/0RAZ0aNskte7ZJwpLzQeDka7l7effGa4VRqqQh6WUYD+9LIedEcFNjEmRoD+tXg5TBBh9v77s8f3m8XSkWdPnAYIjldg9grjn/zoh3/29T88PZ/dfOopSDqeTAZF+fjw0e3bb+zsbAOQimxP95nCYDAsi6LruuWqNrONje3ZIhpUN27eQjTm8tZTNweTCgBMoUvSdtFEzTPVAPwmJwLOaY5rVgnAY6AURTWlpCpd8pJEQS2pqoA4fO9OQa7KB1ADh/X9a2E2twP37YS/5TI1gEDEzH/lHxpA28U/++Z/fPDg3aqqzMIff+Nbb79z20lNVwgz5U2ABg7YmOem5IszQdbiouMsa4tA7xbzDnF3Em9lUV00DOjj/9lzpEuqyKPpzsZ0azwaEXLWWljvtaPrKwu9UPIQ8VxkerWUzyoBBJGomvyLuOQ/JUkpaXLhox/+AIBlWWxvX7q0f/XyweXt3b3NrR0APJ9fLBbzpmnarunH+/KcaX74+X9GVOSTghDXyBUSqANlPmRH7i4ASmC4LoQp24l8zOcT7lJi8ikwM3SLDaSc3eAX/3p+UJ1iU8sjR0g9NwqAjETVdDy9fHV8Y584rYNAZM1tr4tey5RbbkTWzwDRPd3aw4vZg7vL2amKWqbfEZ1g+PDLwPe/+YepWTazx6mrl8tFqIiITOKf/Ml/3N/bJuYkVoSRiImkVb04P784OTk5OT0Fs+lk8v6d9x4/POraeHFxFrt49doBoqUkSTUmaZNGET+m/EEELpCJPCQbALw1dQGeo0yEKQ9v+g2Qi0fJsiAQsZTTFA0gEw65ysiIAPoj/xn1buBw9dLlsig++g/FLCos6ubP/uKPZ8uzUBYxwdf/8C8ePTxc+6YiUq57e1WuZoeGtTrPzByshrW7ioGpiriw3luWHgc2IwDPjwECd6CmpCCAg9HG5ubWZDRhLpxJzCiL62tNDeRDYW22CnH/3t4PEOGjw6BRUtKomhFMkdQ1TUydmSqImo90GQKOBtXu1vbBwfUrV69t717a2NwxoNliuVrVXdel1OX6ABTAq1QzNTEX4qqC+LC0h9oagP/82Y3NRDQ5GqeQ/DvmBsd+LjOtT7pLqUBAAAbM34a4cNNSl2GzR1QikNdHSAgBAJmD5xzkLUTGVTnY2preuDXaDgSaOWUAWds99J2HGvqsu+/TAJCnZ8wIUFZ6ce/e6vQsdRHdhtKTnRCRgD2boF6ePbqX2vny6DiUk9jUVVVyEQZV9d3vf7eLi8l4BCpmkBoaVpP5bHF2dn5yenJ4eLyqu+eeefaF558vK66X7dnZ+eNHx0VZjSZVJo4A1rP6lp8SOZTAhB+95ny5WUb91jNbBgaijuga5+4G8kB1fzhl9g961ARg/fc/4213KS6XsxtXrpThL/U4US2KnJyffOs73yAUDsXF+fIPv/7ns/nCb2o3K/Wvrfk6AHMdObh7V5aOOEvSX/Pg8vr+pCUDYC6IApLfOUw51KcQg6hQVOPJdHM8HIWC1FK/ev2E12y849QtOj1nmu+1rHBEUEdtYuz6GSVNsecmLYmmGJuUo4zz4I9q8oJ9OBzs7exf2r966eDyzu7+5nTbABerVV03qYsqZqqiSVUQwUDMjyRYN6yMxMgMSIjcA1dogGri+Y75Dvc7BgzNJGfkfNx2+9j/4m/+uDxaY2Ye1oil7xw0yQyS5XMFLJ805FbfiEiBC+aCQgiT0fjg0tbTT5QDf+qWtd4fQQfAMOVpJ0EzckNsMM6smbLh8u6Dxcnjrl0BgOWTXnJrbFKc3Su///+9uXzUzC7+9Jvf/V/+zX8I5fj1138yHg+SpMVi/mff/KOr1y75IUEWAhUpyaqpV3VTN7WabmxMn37q2X/2v/lv/u5v/HZVTNrYpYSj6WQw5fwKesAKEYGUOJc3UdJH34VlCV7u38wHPlxDgGhgTAyu5yLkQFn82q8J//tAXoLlXk3tI8/qr33M4GKxmM0vbly5UoSAH/lJ2qhdjPfuvf/TN38wHFZcVHfvHv7Zn/9FSm1PsvULy2cf/Hu4XtoRg9yUZIsfBRVJebF6wiISEBt428GITBSyRxxCUmAO4/E08y7ZnBfM2X/twRqvP3JTCn6pJ0kAWBRFUfTfK9veipfqYJwtQYxNLaYoKZn1i9Y8XyP4uxsOR7vbuwcHV/YvHWxt70wnWymlull1sXPTBlNTSx73KtZlWN2st142AHWaVkwM1UxN+3FT8OFyt5RZM/5kP0dOzCfcpWiWVLwHcZt9Aj8jKffwvuw09ZUpGHh7j4FL5kDMSBwoABkXxXBrd+Pak6P9saGbvuY3v75I/SLRPMjtYwuJ1sIYwICYLprF4YNmPjcz4uDPzlsgnp8Vr/3+yXe//pkqXWN89PDdP/g3/0tZjc5PLqYb05IDA/zR1//QLE6mE48XX85aJkZTU3X7soPLl65fu7a5ufnLv/y1f/iPfq8sxm3bjkYb29s74w1mNmY3S8CCsAiBkZjZDOSvhFQagAGvXb/QAqGTz5B1NArmt4f1aXCO4eAaLtJeRJ0daH72+0Iwg9PzWdPUt65fZ+Z1cyVqXSepiz/+yfdPzx5Ww5JD+OEP33jjzXcMzEBsbebg/UgGUAxyFyrqK8FHTPvGMU+NEiEFx13BrZLcx9zrAyJVVOTBeDIejauyBFQ3CEpJUoyakop44eGUt/MDWblvKY+niKjm3ifLG5BdhZekSeIogalK29RdbDL90ze8ScWtRQB0PNnY3b50+eDKpSvX9vYPNja2RSBGEYke5eYejKqKxuY6O/BkeukP0MwdeVXp2C98+Kq8ANQ82t5fRT/780mZGBFNTtEnt1Emcjq5LKgkAsU+BBJ7xZa5077PAQZEZGZkYio5FMVoONrbm1w74MK3qANpmQbMVv3AYmCm5FPG6y+35iEaXR0edfM5pB6Qd0GDSnn/R3p898G9e/fu3P/N65tjg4vTs7feePPqlatieu36tauXryKm//AH/+7m9WtgYKbdsmuWq7peJUld16rI3u7+5uZGNSgB7Gtf/bXf+Z3fJapUcTzc2tzcnmyEaoAEwAiIDhqhScZXPtp95EsX8lmsqjGpSC438vZxtahLAxD6F78GoTIC4/vHLEO+H/PWAI5OT9HSE9evFIGYCAAIsU3adKlt5C++/achKAc04T/5k++cnp1mgRfmyeYMukCum7ysNQDzdN+M75BvKPfZcSNYbyDB8XYKCAUgG2AnghyGw+lgMCQkEzC1GNP5bPHo8fHx8dnyfLaazbu6dr9MzASct0IMgAbJzFTErPeR8IFOQGez+iPGALGLXdc0KXqra3kWHawndYgIJ5ON3b1rV6/euHRwZXf30ngyFZUYo6QOFHsWNOPsmaTOio6+ggNkLhmJmQiJOPgYQN4MfVuYDzz5+JmYT7pL25WmDtTA2ETUElJgCi4UQ0VS9GrMT9W+JjJGRso7Fvv2lDlwEYrxZHj5ymCvAtSslOj5bIdGFEA+jBDyh5QbVwRkRFJoHj2qL84kRjRwFRaaDC8eTM7eq0JVFcWjoxi6+SvPPbG9Mfzpj3/MHM5PLg4u79X1AoF/9MPvHR092t3eMbWU4vnR/OTkuGlWpjabzUMRxqNR18WYhDn843/0e1/9ytfQKhUhKvd2rl6+ur93ZausQgjMFAgpSoopmTvDfGS3iGZsoU+0yn6k/p+puvWAn0r5rhQ1ypSSN+vW3yx5HONnblIvXXFza/Ph0eHWZHKwv++iXJcoLequ7eLZ6cXbb/50PBoSF6fHi7/45vdiFJVk4sPN4hOtYOjwixmZXyO5GXeYx3q1QxZgK4C3pgpgnuXDBVIQM5FUFGVZlIHYeii37eLRyckbb7115503H9/94PzR/eXZWdc2bmPiuhiHbcDMhZZ+JZiqibjowy0SU5KUoqgQhZRktZxfXJzOLmaz2WI2X9RN3bRt03b5rDExSYg2mUx2tvcuX7m6f+lgb/cycZGSSIIkSVVydrg/CB96MsFsggSiAgiqyVcp9na2mImHdY1oYOT96sd+PuEu1VXtt4RrEXENQVOeRRFLPdhrsPbZRAc1vXAzIyBmDgVSUDVhGO7ubTx5qxpb6BUZuQnKPTqKsXPokI0F/d9myCkAprNZc36SmiUCMCKbDC7uT25/PdTzEODS3jYPWPau/N7/7l/89u987dL+5P777z56+OCD+/d39zZTim1c/flf/Mnu7m7gAhSt1tVsNZudGupytTg6OhqOhjF28/mijV1VDf/r/+pf/MJnP9e2ZoLD8fjywfWnnnr62o0rBRdEZJa8Kde/IWfAzNMcxCgbGZuYA5oACOJNDvZ6aEBEFFUvk63vDwnxw371Z+3THuMxGU+G9x7ce/rWE5PpuApZ7Itos8Wi69o33/qxal0UTBx+9Nob9z64l9+hoVcE3iQreM/oHR546whZNOgvqC99XRbruzZbYAOYOqNvQMRFYIbsFqcA6mYCUC/bs4v6+Hh1etwsLlLXqZpKEu1S6iQlEVEzMehdi0xEVBMYMHLBRQjBTPKUtlnsmvl8du/+e48e3310+PDw8OHZydHZ6fHFxWnT1pavNjQDZppON7c2drd39jY3tgeDMQCpiamigo9QQ29AYSY9z2RmiorZGzPbGTAicvDRI0fkyEzVxEdI8OfYg59wl9YnjzB2mBJYJAR3fGQqEEIIJTP7j+Jv15eHAw8uQcr5O8hMHLjI96ZZOZ5uXLu1cXOfSNbIUU4+z8QEmPXAI4IBMHgKoiEoo9pyVZ8cxtUKRcrF6cZ7fzr+8e/T7FBji6Y7e1vTcTWgcPz6Dy7uP6jPZj/+3g8vjo41ti++/EIZSony/p23792/d/nqVefxZKbNqiGwgvjk9HS5XG5tTtpmObuYr+p6c3vnn//z//0vffFL443toqgmk+nW5u7BweXJxpCYtCfKvIf8K9uGGdm5TiImNkD2bi2jpuIeJ+D2MWD+f+svgwDyl+iXn3UmZ04LcbFYXb96RREePXr4hc/+wsZ0OBwUBsZEUdKqrueLxZtv/XSyMQpcqoY//fPvdF3MVGd/37t3UbZNMcQM2wAAGRICZ0QACKjIqV35CA856M6ToEwAITAxM6jbvBAABoKdjclTt24dXL402toIwxGGAvIJoW2b6qZt2871AylFSSml2MVaXeSEBihFKKqiAgMV/yERENvYnJw8Pj09Wsxmi8VyNls8fvz46PDxarEUSQakuYyHwMVoPB2OxkU5KKuhQe/EDwDG5q4giIiMwJkhNvMs+8wX+qMJIXBAAKaQi0dDIgZgMCAIP89MzCfcpbO7d+PpuXSNppTd+MGFzgWg20qTgSmqogCiG+v5xZt3LJL1ximZDhXTgob727vPPjfZH2T4LBcIDjiQeOYkCvTort+jjOBukFpD/ehBe3FGJx9M3v798r3v0fIUxEASmoyG44O94Va62H3jG8ufvHFy/2hre+vv/4Pf+NyrL968cePqlSvD4Wi2OP3GH3+9brrpZFNNY9vVJ01T18SoSY6Oj7u2jc3q/Ozk7Oy8bdrr127+s3/2Xzz37HM3rz9d8AApVNW4qIYq0VSjpNRbIv21rQMElGdnIItj81AsIAESEyFJnin2BdSPOfgJuL6i7eNACEctEES1rtsXX3jm0dFh6uLTt54cj0JgEtFhUczrRUrx9rtvA3ShZKJw572Hb79zO7Oy1sP1xoBkRgo5ZE1VVWO+VQCA2CsoMDFA7EMLABL2sboKZEhA7HJIRxzMVA2IeTQZ71za37/xxPbVGxuXrw43NkJVIJopLObzRw8fnZydxaiMXAYuAiNA4KIoHAcEhGAGopLE/eQFCQIxIqqaiZZlyYyiiYhELYmk5I/WsH+eRVEOqlEoghioiqqYmGQ+1k0DUTSJJgVRAxVIXe/xkB2YAUHVFA1Vk3cmyURV0L1W86jqx3w+oULw+M2flpONncGQJhNXHbnxDiAQ9EikFwB5IFt95YGRJ3f5a1MCIjPovcKBqs0dBqyPHsfZbW1cJoheQ5iZZgjYmznB9RIEA0AGBU3N0WFzesjpvs4eoCWuKvdrJQxVWTx5fb8+OyuHg1d3Z29cpLPjs939/d3NadPIi688HcL46PjBB3d/+q//p+af/t5/PmjHq9WsuahPH53tXy2JQ9s2s/lF3axWdTMaDI8OjwfV8ODg5n/5X/439+/f//1/96+PHh9WZdnMVqhkKqKuYfiru1TNklrobZ3AjJm0N3R1NIOBEogLHTQzlmD9qJCr8bNl4cclTTmq4hzs0fHpCy8+M528/+67t3/pi780W86HVX14fK5gBdF8sRoOxj95/bXPfe7LD+51hMW3v/fDJ598clCV2Ffamr06XDwCCkaI7nQBZgCMpsABzNzJCPr5gV6NkZOaJMbVciUdkkBRFoRAHDJNa8DVIFT+gIyYuAhMtFytjk8Ob7/71sZ0syz4YH+fuACEomvKshwNB6PhqGm6WmozkQTCKcakSbngUITRYMgYJtPNjc3NoijVJ9FEBsMBotPXPRwGFngwGEzLwahdXcQkmjJH78imqORYABVPz+7T6Pra2UzMzVX9T+T/R8e08h7tL6Kf+fmEu/T0xz8K41EYjidXb9B4TLli9RAKJiLmoCmCGrhHioEHdSECIRuIaGIqiHPEJYCJCSNzVfLW5vTWk83JyfzdmQpzhonMvbLEyNAI3D/OHCX1o96lojC/2GvvDZcxLmZYVVwaFmTAGAEYLh1cOmrazfH41evLO2dH31+Gx+8/+Pw/+YcfvPPOlYP9s6O5yZX57Pz+/Xf/6I/+6Ktf+UrXtp2sLh4ec8GbeztiVlYDRHznrTdff+3dR49OLh3s/Nbv/NagGu9duvq1r/29/+v/7f88nUyVJEpysOVvfIC5XWdSUzTgnDLnQj+f2gMFC0yqwIQmjp9ZLzQC/MhY38/+9DoD8E21WtVnp7Nnnnv6B9/98YN7j5556oV377wDwGenp+WgSqlrY3vng3c/+7nPh7KQlB4/OL3z3nsvPP+cWu8VuMaZ0Q1QwJCQMnOKPp2q6mxM1iKt0YOMw6KKpZQeP3pwcnw2HI4GgyoURVmURVEURRmCe3YOyrKoympzc2trMmbEi4uL45Oj+3ffm21M9/cv7e7sjqsKEJmQCELwP1sA1GpkKinFrm3b2JVUIEJRliFUVVmMBqPheAo+rWJgYEToUxJonGkVsCKUZVHNu67puiQpcMa00Vz/n1321cQ0uVm2gUnGhBABowqYT6mJesxVUhHt1UnJ8FPbpe3R2cPvfRuHw2uhnFy7RoOBqSBgCCF4o4wGhpTRDTeoy8YUoORDJG4siN7X9hvdzIrRaHrlhrywjKffbk+ymJPcuAVQHKFAZExq+ed36gcAplv8i1+89cx4VVaVDS6pdKagbWsOISTd2N46f/i4Go4Otra/enMWzi6RXpqfzg6uXX/39tu3nrpy/8H3qsEwxu6nr39rf2//6aefOD+KTbc8+eAhEYRhhQCT6cb27t73v/vWT3/60xA+c352zFzMF0sEiV2K0mxsT+u6TsnDCOBvwI4AwE9gZA7U21z17u2e1ypJ+vMZnGLw3HTIXtYeg4vwMZ2N5WojbxYzeffd97/y1S+/+dO377z/7q2nnhwNh4EKTbGpIxfUNMt2Nf3g/dsHB8+eNF3b2Rs/uf3UU7eKUPZIAwGaWurH8j2nWPyH9LrJVBQQyFOb1HyoIAs+AIzUkhjW9fLx0f1VXfeDuQmRg0+hARdVNaiGN5945uWXfmFrY6KIZxenR0cPqrIqKCzmF23bTseTQEZeOYORm/ubSupCUYjosl5EaZhDjF3bNCrWRSWsNra7POydE8rNDCS5NtiZJzi/OD87Pb24ON/fniaNQdkLH/GYwwzcoambGClmPoL7RIxkIGjBFERAPXtGLcfRmQKSpk8tC1xjnN25a6NvDTe2yvGQqyrrHNEoFIELX2e6di4Hj4h2/yGv1MlNk1z8hYjg2Jd0Vo0G21vbt55uDg9P5rchBkQFULfxN0Ax4yzyNsuGo4oAg3H4/K+9+MKLtwoMIEJloOHUVOT8TJsGjR0NN7DFxVlsl7uj4tnV8Rsn5z/49muf/9JL5aBCis+9eOPim3NUbaT+i2/+x8nkH+1ubXVHK+ni8fuPxpe3Yiej0XQymW5vV4FwtZqfHJ+IxFAMzGD/0uXNreH+3u43l3+2enQkCn97TYOeF4rIyME0IZJr3cxZdkf6kdBATIHMoTMwsEzs+CTjxxPjjv5oTjKh45PTB/dPXvjMCz/4zg9vv/PWs88+9+PXX79x4+add+8wlVHaKOmDu/eeeOJ5IGUu73zw8OzsbHdvD8wge4hQL2PwoGtWFUAmwjxqoQbE4MqbvtJBDM7WOB1TVtXNJ545OLiBgFGka5u2a9qmbrt2uZifnp+2bey6tFicJ9FOZLVc3Lt/ZzGfTadTDtw087peJdmEbBgBvknMzES7KGLKxLPZxdn56cXFWdt1sYtJUlUOrl65tb1ziQOvwQ9JIioind8KKqJqdbN6fPhgUNGVnU09uKTOCyObOhEDZiqedWVGyEkSAiiIIWhOOzDTVpV8SBWEepVWguyB9PGfT7pLJUqCszfeebizM97YKgYDmmwbEyIGDoFDEcoUvfkkB9mhp00VJavwCvbu2jM2ENAhu9KgGAx4Z3/jqaebw8Pl+7PeZ93A5eYGgYzQCNF9JZlxa3/42V99+YmnDtyOhIGga1EFxbgcqpi1LQgCyng0nh0djarRDE/3J82D85+eTb54fOfO9WefOzw8unJld3Nz8PiwZi66uPzzP/73X/n13xoOB4v5rKtrfSj1VjOdbo/HkyduXW+77uTkeD4/qwbjm9evjQblt779Z4ipqqrdg51Hj47sb6lIMx+s6kMLlM0UAXpTHLAsqNQclt0Llfq7se9IM2v8sz+ZYwZgQGZOKd1/cPLVr776xhtv3n9w/4XnX6Bgg6q6eu3K4aPDELjtVrPZRSc1BeAI8/nyg7v3d3d2XXPs8lAEt9VWADaHhbJ6vL+1fbLY715TJARQoAzkAlooit29S6NqWFUlGLm4R6QTkeVquVguTS0Ergajzc2NrouPDx8/evQQAQeDIYeARCm2MU88ZgWx6weStDE2AMFQ5vP5T998/fbt26oKRO5IUA2+v725t7m5V5aFF3IxdkUxoDz9Rr2du7ZtG6hsuyamVIJCjhjIKnO/mfwcyo4gRiqSrYQgx1uoYdLk1C4orBEjRPoU0SM0MMNupUc//vHG7uUwGE6uIYzGxGwIQMLoAjgwE1CGTHj6WzM1JSrRHUBdKkXgvUqX4hCAuLChji9f3nnxRah/UB+2vcjKckwWKCMJKIANJvzKV5596ZdemoxHKpFKBgvSthCbAIwhgGooSkHTRQMIm7tb50fHk43tra45bR9ctfuzs8fvvzO89fKrz7762dd/8O3l4rxZzIbTLa7KnSs7H9y/8+ytZwejdrWqu1VTx/Yuvnfz1o3JZPj8C0/fvTuoV6vdvf29vb2NyXg0Kgx4vliGgOtYxr/yWcuxDfwuNVPyvzfrh3gwG10Rcb9/8zyNtzTeS/RU8vqvP+vjyyEEKAblxcU58ejWrZt33n7v/oP7T9y4+cHd+6+8+OpsNhMVUe26bnZ+VvAkYkLAn7z+xisvfyZw4T+4ffglESC7YGaJdh6BULeYBFuDiS41JwQxNQQNHAiBAxJTYCYqfKkbyriZbHYtYyjLChACh7qpj46PLi7OBkWBaP5HRJOkhCGYIiMNqiHSGYCpoYoJKYWASKPR9PlnPrOzu80F+XQKMx/sXb9x89mN7R0iStLFtiuKYVWVSE44udpR2ro9Pro3GICkfthGzbJZKedWXA0RRJK/Ke8DTEDVM2zI1EDRa38wAjDMMndl+Hivhk/qTqYkRmrUHc9PfvSDajQywvHl6ziamoiZZwEgIxMGygGKkAWQSGRE5vq9INBAHilA6RLYgIAQETmUG9tbt561eiHL12WZDebQUBEBkcwC6/b1yed+9ZVbz94MJWMgjAQm0EVGUuTUrlgLhEBlAapiK+hSWQ23d3aXTbu/f/Vs1c7r492L1042f/Pt19/8hV//6qu/+MXZfPX/+n/+v9tm9Utf+dL+pf3jo7N37tx+5sknhwar1QpaPX/0iINdvX5jMhk+8cT187MFE5vqaz/54WLebW4OZ/OHD+4fxpgX81p8m5GT3L+hKXhwkgGkJJonJaGX15sokPYuQebv2EfYQM0FaugipI/1i/SvWQ3D3pXNren+3Q8uurZ44bnnHt29f3p8fOvJpz64e3c8HT9568nb796uykHq0nKx2NzcRKQQqscPT9u643GBWVOzhm0d9FV1Zlyp/139nMlokwFmPhgAMAAmAyQiMImxM5XEAQCZXE8HJkqAzFgEAmRVu5jNj44etU09HgyTSAGqajFKF6O5AAswJTFFJAKDrosxdjDAgovd7b3NJzauXb1eVoUmTRIBaX/3ys0nntvZ2w9F1XVd19VMZTUoEdE8KlhRJHXd6uHmpFk8dimGAeSKNwvjXO4JeWrNDBDE3FvS1HzYzhyTybw+GkHo/7hDxB/z+aTokWm0YIao3D0+Pnrt+8LBmIf7hgA+tuYTaqoCpDlIzQAt8/RAxsjITEIASByYg79Zd2uQ1HEVBpevonTx4uLiJx9YzFWfmUGBw43q5vNXn//C85vbYwRNURhAmwa6yEWJgcJ0U5ZLXS5pWNrKEIBCSLElkc39nfM335pOD5584slFlLOL80f33ni08/KtR4eb+/ubG6MrV3eTlft7e/P5/OL86Oj4tO3iZ19+heBwtphrm07vHRrIwcHV6XQsqWvr5Z33bv8P/+N/Xxbl8fHp8eHhxcUcwO3C822CuS5aS+az9s/WAfH9wne3TvV/6bq3nmv5yD3WV7FZtIB/3ffoox8i+uwvvDIcQSiGmxtbp6dNXXe3ntjb2d+sF13XtFtbO8tV/dJnXjk+OjYwCiQxDgdhdppApZV0dPT41vgpr9QhIwKadcbOsiDkg6T/pojkAldklwH4ryCWddZqTgirQNfliQJCRBIxNVEt/Lhu2+7x44eHh/eKwGoSY8tMgyqlFEWEQ2FmahpT5xonMz27OF+u5gd7l4aDATMVIUwmo9FoLCkmUdFUlqEahNFwWFRVWYblChCpKCqVpGCSutSlpq1Xq0XquoK54NLd9VSiL2G1hOuxJPPAHkQfxCW0mDW/2gvwzAR6P1tVcZfDn0ez8Al3aTSMhgEwoGEXl3feT4GpHG4T83QDFRgDEfc8tYtLyJOH1DSnc+UYZL9HAdDzp3wwUJPGoigH4ynhjbT6BV0sF+8dO29IgbYPxi9/9cVrt64EI2ujeALDvGYuwngTUmddA5p4OFAcyWLG4ykGJo3WgFkqB4O93d2Lw8PLTz350pPPzOZv3rv71un9/fuvvf5uIVeeefbv/N2/886Pb6emO3r44PGjh+VwcO/+W2U5+OxnXgH4YLaYxTod33msotdvPjndHMd2tVxQQHzrzR/PZ7Om/f+x95/PlmbZeSe21trmNcfdc03ee9ObMl3VBg0PECABugFIkAQpyIQmJM0nmS/6fxSKGQVDwRiNLKXQiBRnhiAIgnCN7kb7splZaa8//jV777WWPuxzCw2AFMECmxJB7HIZFZmVde9517v3Xut5fs8mxVTXGCKG8OklBLPQzmyFu2jp09OgIoIhQsCkvI1DVszJn9s/vq8+tyKGa0XSNtkE/hgy8Pt+/huPHvyv/hf/89//1tdfvXo9ny+tKbo+qLrbd+4+/uDJarXc39+bzS+/+M4Xj4+OLi8vrUcRGU3qs9dGNErUk48/vHv7lnElglVU3OKoDCHKNYEhNxcAcaujBQAQJLMVNmTWWf6iZRtTKdt4ENa8+whmCQEoCUXQZExxeTV//eqTdrMeDkaiHKMSYdPatmn70Dtf/MEXqmqIAHC1Wj5/+dQZd3jjIMa43qy6phlUtQKoMAF2/XqzWY9GnSr2fTu7vOz73iKFGJtus9msN5vlZr1arRd1ae8cHZIZgZKC6BalQoSsed6fpy5ACFuBp7JmMQOqXk/B4bo+szrqDz7Yf2O5feYEitycRQRCxbQJs+99gMUQvR/dvUeFJ0RLLpvxctFurffbKzchEhm7DXGBLJ3yCuskgWMIiMAAxqC11c7ezr1HvFrG5W/Hi2Y4Lb7002++9cWHhSFkMchoUFIEETeaoIDEniyCGAmM0lFVS9tz16rxvA7WlZyCMg+ne83Veez73b3dn/jSW1frb//6974OaK0/f/i5L+0OJhevXhhXpBSLqjRkRtPJ7OrFh0/rH/rCF+n5B8v5suv72dMLFLx5725RFG3XvPP2uz/64z/tvP0H//v/XR+e7EyrvkmzqybE7DzYQpO3HypBzkchIFAxRJYcC5MSg2QJHSlwRqH/sfL7VHKYCz7vwv+6D3xvf/d/+D/4lfVq3bdhMBifni2Oj+9eXV20bXHv/r1Xz193bb+3O33+/KUx5tHDN/o+KEVCrKpKhZVjSvHyG1/tJlS9+9M0nFyPx4xuoQ1oiDKcI4t1RXkrBgTcGrhxqz3B3AHMYG65fpQMqiTKhF5V2rbIJIXQxHDy+uXZ+UtAVJQYBQDarlks5oBm7+CwLGtVIHJE9vp0rSIphL5r+xSYky5Wy8VqWVZVEhWJpXMI2m3mm8VoY2YXlxfvf/De7PIiSQih7bp+s1luNquu6xKHtx+8dXN/F7dufQDJgByUrZp6W2j54J1B59skGRbmpFsN66cWWYB8RsrmhB/cidcAZAQYggpHUYyr7uRb38a6Ru/KGzcoz81UU0pEiozbWD1RuN5It4YsBQJDmrEGqAIpxa0OBBMSkKV6by89eNjPzpfxO5//iYef//KblhCZUSIQKBYamLzBykFgjKSBMRdB24KCqaru/IKq5IbD1DXSi1JvCl9Ww8Xzlyhc7+/+pR96dPKb73/09IPJwze/9Zu/tVwsL2fnV+v57u7h4e5RlIjWKsvl1fPnryZf/qGf+Pi7Xz+/OO9iPHv6qu/D3UcPvC93dsbD8e7RrVu//Mt/9//4X/394WQYh1FYL68auOZ8AaglQ6TGbAnxIJLTR0USYCZGqeo27QBAeft2+/61DcKh6yEM5mEH4h83WVRV9ff+7i87h1//5lcNuf3p3uvXs0F14+njxyxyfLA/2RkxJ1+UIbSbdnPvwb3nz58F7gwhAopIdt036428/ztheeHe+Um6+RCNyUP6PCLMouXtzW073lDMJpB81kWz3e1161OFrSIKIMc76JagmLNFEARUOPF6uTk9fblZLYvCp5RAgSUtF4um66wt7t/bDAZD2Oorcr9cECClFENYrufD1eDq8mK+vgLRxWIhIru70zvHNyeDgSNtmrOu7x4/fvyNb/7e7PxKMDhnvS+UNYQgwrCdioIAo+azAFzD2XJ3LLMisuMURFCVeJtUkcEQCqjCW1GIqrLGPPHI3oAfVJUWmCNLIQklBkVIYrrL5vy73ywHgzECjIaKrEDZHmutU/j0dQpbdh6SbtGIpCafgg2IxhBA1DqXzZaEFkqoDg5333p3dwBvvXtsYp+aDglMVVhXckyEyJsOZOamOwhWY1RF0KQhsbR2PLKjYVjMoUIQ8ONRv15giPV0up7P6uFQm83BYPjf+8k3/89ff/rh5cF4VD+8d3R4cPji5OXJyfPBcnZ0+763PlBi5idP32cOP/9TP//et7/2ycvHTdudPn3Zbdrbbzxw3vXt/Oqi/JEf/dnz85N/9mv/pB4Mdw92QojrVYBr3hMROmsJSUAsOiYxJIAkGvNw3QDwtneY20h/9Pv/h7T7uJUNbp+dP7ajvvHoniH55je+NV8uj49u/8vf+u3Dw/vrZZNpB2TsdH9vfr6sBoVoapvNowcPd/em8+WFL4quDZLdL0h9EmSRV0+6q5d0/4vlu39BBoN8GrqehyMiZhs3UOZXKBmXDd/XexFn1RRhVu4CwHUQg27/ZBWEnBqOoetPz16eX74SFSSKsQelELu267s+zGaXy+VsPNlFyqil1HVtjDEJd11/eTVv2u7y4ny+nM8Xm1cvT+q6QoK/+FM/+eD41ngwNN4piCSWFCvvaXfPOvKFN4SBU9e0IcSYemNIJQ+JAbaXb8lRkdsMOGVUIyqgWXu03VT12g2xpXJkOxHnaDnma0HWv3F99r009xUFFCizKhWVwquL2fvfFe/c8SGOalOUqigSWIwlmy8iqioohERgBCJtQU1CSICkGoWjEOTUR0ABYgSoRoODO9Oj4zcGwKlpt8Gahcs7ii1d2rQhrBTBj0dYlRBjtqlKDLxem0GNayuSrPP9bImoKqEYjcYHBxqlsNRvVsej0S996db/5ivfPR8Nb9/a/R//Z//Z3/8v/vPLywvm8OKTjw6PbyVE44pO0pNnH3CIP/8zPz+aDL/1nd9Pm835q5N209x982E1CJGhqga/+Df+7tnZ629/5+tlVe8dTpAW7SapqjXGO4IcqC0gmIgoJiEjk50xkol9n4K0Tdf2EeDTNuIfLVHC6w1UkbZO23/FvdQQLhcX3/jm17uuHw4nX/3a1+8/eGs0PLi6fDEYD5wziWUyHq7nTVnUhDbFuDOdHuzvh9gPhoPVaimaAFhBZqmPyXpi2kR+73dXrx/Tgy+W97+Aw4mi4DZjFwhAiIAQweHWcJwx6FniuaWzwjWyQEWuD46wvd8pwdZ5I8vV7PT85Waz9L4U4RBD6AMAHhzc7rsU4/r586fG+KIsV8ur+Wy22awywDikfrMJi0V3djoXAVFtmjnC3Bd2uVhC5oADIJAxVJbF/v5+imxcDj6Gvg/eFaHvQ4zWe9lK6BDQoDCRUQUQoYwvVOAtZiXzcbKdCZEoU2Ygz49ZRHn7dQORCqFj/IGx7QVIFK9BXKIgiGoQIEnz5HmyONB3hnfuWV9sxScCmCGznw7mQY1xIKDQKGxTehABlFjEag6zAGABojL14+75LpyVVlDJlh5AwWJatFQUbjTAorJN3y8Wcb4w6MyoBo+EFhi0azlEtMENB8vXr8qy9IMaVMJqAcqjw+Ply5d9ElOUm9nFg4OD/9mX5b/83je++c306HN3f/ynf/L//f/6r1HUWPj4w/fKcnTr3v2ogITf/fDbp+ev/vYv/vJf+tm//ju/8y9eX7xenF98Zz4/vn9renhgjTu+ffdv/I1fOT8/Oz19Zcti72DSD8Nq3nNKxphs9guSYkzkcTDx093pZGcfFZBgMt6ZX80+/vjJ1eUy/DEBGV5rIrJ0fftvCVGvgR3fV6osen4xb7v+9q2761V/dHTzjQfvfvL0dDQcKqy9p75tC+/rsjQGvS8ix8L5g/2988uzuh4s5pvMv9YkC/XPkntoknHOCOvV63j2Wp98xzz6sn/0JShq/f5hk+r1KV0BdMvO3boFYPvg5GHUVmenqgicJexMAKISQriaXVzNLnIqVNtsFstF37V7e8e7kxtLWr33wcfPXzx78uRJWVaL1SyleLB3YzQae19aMgB/1HKSmzcpXcujNDNg0Flf14MYAhoCVEnirFV1BgiJrKGth0TxWksoCLk3lPVIOe1Ghbch4vm6rVuICrFu3WCf8r5zx1+B/7825v90VZqA4rWIdNu9g+x9QGnj+qOPozNUVqYsmAxmJihwZiJtASM5fCNLxgUx67XzR8vZxpbzb4W431t8vKtLo8xtB4h2OLCll8RgRVXiqnGCdjxMmxW3IdoFeYtWwBoqPSXmFCUkqgpACqEpR5N+PidbptQbVw+PD2cvTz55vbp355A3q3ePpn/lcvb3v/vbH3xj7+b9+2U9PD+/spZSSKG95BgevvPuutmE1J9ehf/T//2//Ot/5Rd/8W/+8q/96j/6+JNPNpv+o2++Pz26uP92MtbsTG/8wi/83X/wD/5zjVqWw9296t13d58/fXFxfqaKjOJKqms3Hu9Mpze88+PxTgw9s/R9TByHo2K9wsjbeY1eD0hzTCcAGkRR0Sz6ATXX9ppPfWL582+7VBa6Wq+NdT/3xb/abEI9GIjGqvKGTApBQKzH1EdlRgJjXVUPEEmUQojZ5yIcek0ftXJcROvsdSNI3Ppy/Tv/qH/58eAnfhHGu9s5MAgAfTp1yLpQVIGMw9+GduaviBT4+hrLml1d10aCzXp9enG6Xq+9K2Psl6vFy1dP+9BPd45jksV6/v4H7z97/jGiUaU+xqPDG3/t5/+Tvd2jqqrLstoimf/IUlVJWya5AQZWFKDt/wxuO5m0Td/AhKSsklRYNPvecrXn0ywrS+L8eszeiuuT7fVslYxKJETOd1tQ3QqYcpX+CXIR/zSTGN46sPPeiLJFESGipJV2Hz62o7EbDO3OhBx9qhgHQEAhJWURZkAgNHDdiCdDwpwhQQoiEkwyh83rnXBlFIDB2AIdgkNkCyKmKsNqJcy6jsY4Oxxxe5maDRbW70wQAKyhwkgKmqJGX0/3Z598UpRzPxlL4jRvsVRfVIPpzuJbz19Juv/GrbBp/uLn7r1evn/x7JOjNx7tTqcfPTslxKFFa6Ft10/e+97h/fvDalyUQ5X0T/7pP3n26HN/5S//0tF3fv93v/aVy6urk2eni8v1+t3lrfsPJuPhX/nLf/nXfu3XEKH0w9Fk5/YDDNrFEH3p6sFwUI+cLUej8Xy+Pj9fWqOiKcQmxCiKgGStcIY1Gyg8FaUrq5LQSEwI2IfQ9zEmtQZUMCvArzNbtmVa+GJv//Cdd979/LtfdHYc+6V30verB/cPrfWIXJalAjZt37RNXdZE5H2hoClC3/YASkIq4jzMFrOwY6JBa6yCkEFN0QPT64+6r/yj8mf+LlRjADDoOJvWVAgMXkeiXk98YavmVgUQRJODS0AzFWibSpgSX84uLmeXuW282Wxm86uLy7OyGCDZ9WZ1cvJyMV+sVk3fJVFgUWd830UFMbS1ffyrihQyA3R7wN4yepQlqG4tIhnwuDUdsqqgZgiV3YZW51lRjmPOfC4W3vZwt0psuJ5hCxFpTm+F3GATkYRbL4zKDy7NKUOwrx0O+bfL8cxbjUlzxVfvfehGOyNrzW6hoCog5trwT8CSIocMaiCiTKvPUXm69bcogux255NwZgCQDHqXuhZEZbFRBWMdpOAHFRWVxBAXSxJDzkpo02JpjLejIYCiteSMhCB9W9QVOt+sGz+YxvUKBEFYe64m4zs3R9IGFF4sGz8a/L0vv/F7s5Y47e/vHu5Nd3f2z549HQuvAbquef7xB/VgVNb1eGe3qkff+PbXP/zoo1/4a7/wd/7mf/+f/bP/5sNnHy2uLr/6m7NXz1+//cV37t25+8t/5+/N5vO+b5eruYjeODqqq4rIvvnGu4Wvl8uGOc4Wj52Frm1Sik3bNe2ya5oYOaWtyMEi1LUbjibD0ahwhShnvHvfx5h6a2zlB4n57Pz86mqZeFsTw3rwoz/yY3/hZ37u+PAgsTs/nVvrWRd1iYX31hjrfVlW87qZL2aiMhqMhDWGVBZ1CswxgSgLh9AeHE6mcW5RlSGBKDCAkRQ4JT/wcPUCvvOb9O7PSD3Jo0Mgsx3pKqDK9aNyHVkCW2d5vqkaohwscO2Oo2a9uLi62mxaY00fuvnicrWcC8NosDusdznx+cVFSkGuBc0IsFqtnr14Mp2OQ99uNqt/nc0hMnPeDEQAkbKSQoFZCIgzUJs5A140+8u2g1xVFQLKMkH51NebVeo5MGorVNjOwbfjJwJrHIBGjgbMlu+Z8x/+BHr7z6oQzHDV/O3JiQSQ7+LZ7aAobv1qZT/4Ng1KWxZoLREZ8oQAYBBIE3MMKIoKKEYBcmvBkEWFfAffSesDnDlVW5ZojYJIx0hWBESjiSgK3LNXIlRXVbHtyBrtDCYNswVaY5xHsuS99EFTkr6fHOyfPn46GK7RUjWcps0mtmszqG99/o1uvji/OPvK9xa+WvylH7//zn75frOsrS1c/c4XfvTR/bvLr3+175sTQ73iejVfL+eXZ6eu8JO9o6vF7O//V//FD7/zY3/1r/3S8bd//7d/7zcul4tPPvr49NWrB2+9ef/NN2/fvj+ohmVpvvHtrz5++vj4+PYv/Y1f+eIXf8y4Iqb++bNPfv3Xf/XrX/vqerWOSTebdjZfpRgTX19hCJxz1tTWlqWvi7KyBkPqOKn1rFp5V1ZFba3xlQmxXS5DZtMRSoyxbZrXr0+KcmexXLRd46y+8cY9MkrGeOcs2aoafPjRe6g6rMdt28zXV3vTw6vzeRKWpCnGzfKC482xNQCJjDHOCBoQlRiFEypbUnz5HegX+O5fkb1jALPtQFzHal33wISIVDhr07ZSOzQAhjFeD4lTjGE+n11cnoMAOmwWq81qzaJ1Pb5998F4NHp9+nqxWCQOGe8ACITY9f3Xvv57y8UVS3r69GnXJ9p6AP7w4yuiisxCBAQEwCCoCiwJySkgc7oW5GwhvFupjTCABs6IXcjHWpHtC2vr/EGbgzmuJdkIIll8DgjGOCHGRIQqCNvh0Q+oSq/pafmUvZ1/4TYNTQnQosZoV0/O/c5HxWBifKlkxAiKARRgUIIQQ36dsCYUyZPxlA9EwkOA25tzR2yqAgFRSDhYX5J3hETlCIlS09oM8XCWvLHAfbNREIiifYjO0XSKBsl5U9Xc9ariBwPjzOz09cGDh9I0IAII4WrhptNyZ3r54Ytn52ZS95enZ/s3bz/9+m+OOikL+uj952+/8+bkL41X3/jK+OrqI0kJkYyJMary5emL/cNb5IpvfPD1j59/9Nd+/m/8tf/kl7/+9d95/PTj9WLz7a994+UnL9989/PHd+9W9fFf/6t/e71evfnWO/cfvGGM7/oYGQ6P7v+tv/0/+vEf/9mvfe13fve3fvPy4sSZ4u7t+/v7B69evby4vBROo+GgrIbeFwpFSkZEAAvvDVwj6gANgt0Z7x/e6Dab58wMAG3Xr5bLi9PT0XivqOj8/CT04fjmuK6Lvu9SFHYiEjjy2evT2tXOuvl8/uyTF+P6Rtv3ysIpde2aw6Lv94xRlaSaE4lNSgFRnTFkiABJEy5Owrf+W/38z+PeTSSPOSY5d48AQBSvg9MUUFRoO0DKqg3SfCkVaNvm5OLlarU0ZNp2s1jOu6535Oyg2p3uVlXJGgA0M0RVua787mSvDc3lbDH72u+LKrOUpbt5eNB07dn5gnnbRVLImMEtcV1UUwYvqIKiMBvrwBhOBiBlxrQoZDALKaomyEkomXWKiEg5AkOFAQGUQQGACCAzABCtCgswoiFUSUoEqgDMgLCNNvhBVCngdjSk2/n0FpiSoTYW0RNGNXEt8w+eFqOpqSrjnXVeUFQZiQAspqRoFUQycJAAySAhqBQot8Ic+wVNx2hQUgANAkKA3HYKjOqR0NWlpMTrNa7zdAL8cNT1nfRqnEnLBVrjhjUaImch53SIDKaTixfPdjaNJWtHnmdRuUurVcd68jJ6KA4HXBUuzi9/6sH+9PxCJrf+4a9/q7DFl3/iR6ufmZz89j9/MDt9L6TAGb2Lwun85MV4Z2//4KgcVP/1f/MPd6c3Pv/uj+3euPPed796eXVxcXYyuzo/uHHz8z/85erHfuThw/t1Va6Xc1vUgEaV+9gx8+7ewS/+zV/58g/95G//5j999vzFzePbVVWv16uu74gopv705OXVbGFdkZi7voshprhRTdZaa6yxrigK5yzANg8mN9T70D578eztN3eb/qpp1/u75c5Oka+IMQUbtWv684vL2ezqnbc/j9a+fv1aIi3mS1AQZua0mL1GZAKuIYEIEhnvgBNoAlYyqqrAEY0xgHb2qvud/4d99GXz8MekHkJuO+fyyzbTLXMCM3R9i8TPzmpNAMgpzWdXl5fnKSbnYLmaLZYzUFOU1XhnenjjeLo3vQ+P+sjHR7devHzy4uWL8XB89+bDLnXvffCt87Or3OQ5Ojz48R/+idli9i9/9yvrdQPXZZpSTvaRJEmSrNeLtmsSMyA4XxRFzZJENMaEqIQmprTarNu2IWcQ8rkvk7iztxkJDSvnpAy9rgnZYoJUQDJwcOuIQQSkDAQFQKB/cw1+5mTEfHHOgYWKYFBJUfB6NGYBDSKr7c/j1ccfuZ2prwfel4xJVCw5ABGByD1QvmqLAcMIBpHU7Mjaz18nTyopNZkGlZTIWh/axnrD2lE0aCxaYydj6XtUg84BkI9h/fpExBpr4mJlnDNVgc4RIlACwGo4TCGtF1e7t+5w02nPdlBx23Ytx6CHRbdf8Wi0E5rV6vz00e5+XLZP70y/9eFvaUo37r6Rbj+KnI4vL19wYhREU/nixs7Ok9cny6uL4XjMZF+fvTo5e3V86+GbX/jJvdPnzz/5oGmb09fP51dnj9//9s/+3F/+0Z/6Kd1jWa1ijGRLct57B+i6Tb9eLff2jnZ3j1PS+exCBG7fvvvgjbcOjw5ZeDGfv3rx7NXLFx9++MHV1eVitUhRnHMxpJiUBXxMTdOoQllYBGWWpl3Pr2bWknC8f29Slf5a/g2WEAE2q/7jxx8klru3H4TA89lCxYU+qnJMab2ar+evjm7fmHh76MkZoyocE2iKKRZUGEISRMq5VWDI0OqS3v9tXJzRO39Rdg4V87OcN9GUuyt58g+fArFgq3EQSW3bnF6czJcLJGzbdrFY9H0sC18NBm8+evvunQc7u/uTnf2dyeFisTg7O3n27MPNZr0/PQyxV0l9+9V20xlnHt67d//e/eq8LorfX68/LVJInHHIDKybtlkuF6v1ShnIWmOttV5j1hSzggBS07Snl6fD4cB4VxYVACBZyJJAZsp7abZpAUD2ueun/l/Kdtut/OFTLrMCoqD+q/vQ/26qdHvcBeTrWBdBMCAGxajJZEgCJYDAOH925vce19Pdsh6Sc5JjgQwqMAig4HaURNfJsxD2N+dhM6vLXY2RLWqKKXbcpWSJY4qqZMiNRq4oyDssrCkrCUHW65xc48oBpwhkpGvixqNBci4zNUHRel+NRuvZcrTTYFQ7rLjrFHUwqt758jSFRhvhrhlNp83Lp83lxTs3bvynb/b/2/PTJx/9tmi/d/zQ3zHl7kX7/On5cg6gQcJ8uUIAUZ7NLr2vy8Fwtjhbt4tPHr93dPzwwed+dDV7dXLyog/dsyeP/y8vn//Wr/+LL/7oD7/9+Xcm033nPBlX1mPry8Xy8vLiNITknBWNgDocDyY7u4PBoKoGhszu7sH9B28wp+V89vFH33v//fckMRmz3qwuzk/Pzy/6vidjJqPhZDRcLK7aru+bNtVBdOlMJwljr8Z4ALXGGEuhkw8+/ODVqxe7472jG7cvL69OTy77PqgIcwxduDh7EuN6/+gLN00YeQ8cQJMmYWFOQlVWzPEWw6tqDBKptBt3+Un6RiM/9Iu4cwOAlPMQPEeBZm/eFucF+ccZ7ye8mM/PL89iz4C0WM5Xm7khXxbl7Vu37t27P51OvHcwRMC98WQ0GlaDgXv54rmx1va4t7u3Mx1Ykslk8vDug93p3mKzoj+SCplns2BSiuvN8mo+W6/XoAQCKUkPTYh9H1pmTpFT4q7rT87Ox8PReDQpfa0oiFuwMIERETSUM8A0g9uQVHPONm5rNjM0rwVIsPXhGiRIMfzgqlQIrAAkzalikJu8qNnHK9+v/G42MH/6bOfosB6P7GhsfGnJoAIBwVbtqwBK5IwVY82hhsF6AWVZWHvtsGQQkDayBomikZWA+yijoa0KKxVVJQKKUW1bAip2Jv1yFTcra2ycL8iXBoisRUKNTN4Nd/euPnnWLTeD6ZRskdqeXCld8+DthynG2enZYrlwVTmZ3jg7fWU9ffHo6H/94+H/+s1nl/IqrtDW93Q4fPTFvcXv/uZis7EGF5yyGoiAQtNkCy3HsAibi8vTshwe37h7+/bnQr+cX530fff86cevXz373d/8F3cfPHrz3S/cun27HixTimfnF8vlhTGFMISuddYf3Dg6Or41ne6VRQEAMSVRCF3fNV2Keuf2g739G3v7h4PhAFSvLs9OT14tl8uTk5ff+P3fa9oNqB4cTB8+PGzamSFTuDLZrLjRQnUg3AAA9xVJREFUshjE0H/vve98771vxcC3jm6tm251Nuu7XgVFUgzh/Pz56uLl3s29g+nk1uYVqlGF0PXOFShqEBHQGkMIwIJbgJwawJiChs4uT8K3/qn5sb+F9QSuI71BNQv0CYA1geI2lwoVBWPfX82uFss1IjbtarG6QqW6Gty5ffetR+8cH960ziWOImyMeIf1sKpXVVna9bohNM7Z0WhHEleDarQzcd7lGIjvf3olpysqJ5a265puEzmoolFryHGMbd/EkJiVZZuV3IZuvlg1TVcPovNu69RTzelxrGJQBIizgW1LC1QFBjGoZkurgq1rE8AoivI2neYHVqWYSQHX2S2QITgIiNnOJECydTyiKm1ON+unHw9294eF90WRc4oUAQWEk8RAYMCgpjgivdldOIJiMMzkcFBQiYYgKqc+WmMYJG7WIKLM0pca2YqYqiTntGBDDgRis5GUkgKl2F+e++murSsiRIMqUA0GKUlYt+XOAHoy3hsw0vdxdlbcuLl3fHypfPbq9e7e7rAsV1eXBu079+78Lyej7843v3F6Wpiqk9027I4Obq/SJ5u2HUAyzmzDVRG71Wrn6Gg4Gr94+SzEfrHeNJfn58PRwdG9G7fe0rRZzs/X7Xp2fja/OP/wvW/tHRw9evPz0xv7ZI1zoNKmKMIdkUMOknqObd9ZVU3Cfddenp+/ePFCOd2+d//G4XFdD7Mg9uj49v6NY4786uXT5fy88Dqqq3IwssZZsoDEKiTMHBArAPzOt773la9+ZT5vj3YP9vbunp3Ptmy8JJzC7OK0f/Z+zWFnOqWrVxSuWtrxDh06YZYUGARoSM5hninkC6aIMShEmhIakpcftvDflj/6C6aqVES3+vJclEiA28LNCb4qXdcuVssQ+pT6xeIydL2z5dHR0dtvvH376HZdVwJM6Oqy8L7cNBvXd8pRRPquteQM4vHh0d3bd6Y7O/t7O95ZQjSfuugAVCEJqzKiUYhIxhhX+KptW9bEKWbfGbNcQyAVDWmA5Wq5Wi8mOxOyQGgRQLdWfLh2+iKgZOksKiKZbSBhPhlvhVjbiBHRJCqUs/p+UFX66eREMQEZZINscu9OKWUqWVaAKagSB5o/OS1vfFJNdmkwRhRAs5VZKapq9sgo0m5aus3C1zUycFKUiJEFElnrRgOJ0VqPqhKcpD5tWFP6dChkCm9qk9YNBjFoHDoGQOPT/ArRAKqxHg0BgjGoqn235PUIC2/LUpT9GOJ6ma5mdndneuPwvI9X51fT6U5KcTk7t8be2NsfDUcT/uTXP/7qN65kcvjGnRtfGA32X758f7mcQ2Dr7TaClmBxfrq+mnUhzttYAHijYbN8+eRbV68fH9y8Nz28PRrFZnPVNOtmtW5Wj188eWJ9OT04unP/4e7+vvO+rIYA0DaLZ0++e3k2Kqu6KGvryvVydXZ2sl5v9g4OS1946xBVuI0hptC33Wa1nC9np3fvHA8Hvml6a7wxGSOWQNURkULo0te+8ltf/ervtS0/vPvGmw/fJWNj6LMAgUO4mp2snr2P7frh7cPxZh1fvf9yyJBuHu0fAmJhiMgipvyMbtPWrrPyVDXzFkLTpi5svvNb6uv6yz8HhCCcxUhbfGuWDYqSoiiISN90TbNJiduuadqewN7YP/jco7fv3rozHo8QFEWzwjL1XbNan52+Ojl58er1J6enJ4UfENGd47sP793dOzgYjyacZMvO/4OlyqwMqup9NR7tODcIIV5dna+Wi8SRmbvQpZTCVnug1hIZIywpce4PZ3YXosmCexbesvwx2+6M5GBSBchK5TwOYgFAAUHArcf/T8L5/FN0j/IwBhRQQAyAQTAZp7UVJm5VvvnHANBcpfmTp6ODm9VoaIwlh0hWJeVgTNq2h9NgfVVUhTNWkyCBxMRKyiFJJO+sL4y1ytH4QlLiEJThOrvWkfFUFORjXM/Rkt/dEU5h0yJQvJqRMzBAg1YVCPHOO2+jMnJiEfJDFDIFIZm02Wif/GCwc3R4/uzZutnUZR1Xy+XlGRqqd/a/9OiN3fLl4P0Xv3763b67Ojx8d/DGT882L148fX/Tttv3K6KB1HBcCkTVCFCA7hksCcvUuucfNq8/0ck+TG/s7O50cbNZzbuuXa6a09OL97/z7cPjW5Pd3RvHt24cHe/t7jnvUkqr1WIxv2JJoCoSENuzsw+b9cn+wYFzBeZPBJWMVYXCF3U1Wvl+CEXGgqlw1yUyUA6KdtN/7Td+88knz0aDgy+89XA8mVq0LEyKwhxjf3n2vH/1mJt1smSn4+LFufS8IVCimAIZiAQOjYqCJESHhgBUU1BwqgmiAEDfh/liDopJpP3ebxX336Wd/e3F7FNx7/ZRVoEtnaHv+/Vm1TVt03TCMhlP3n709sM7D3Z3dslIRgBDiut2+fr05Pmr5ycnL09OXj958v7JycuYaFAPbh787PHhrePjm2RxNp8BAqGlP+CAIctW1Vo4PxpMJpOy76OIrlbzvm270LebNkoKMViyzrnBYDgZjyeD0WA4BBQRITRIRuTaL6okqgYMCgGgIGeLEpADkXzU36IeRQFxO2IVEmX4wakaaEsdAMiJfcCWxGDGO+fPgRGNanYAc1QFMfNnl5Ojx8Pp1Jd1Bg5m4BiqkiEQKVNbS1OPhxBCChFZRJSJrKu0abhpvSsR1ViDpuIYuQdRjl2LlJn6YKEkZ82gSE0whZVlhCRqCUIMVxeFs4glaFYmqiqSdxJTpM4VA5BI1lFVQYzofT0e7xwcXL5+ZagaDIebZrWZXyJCOT24d/fer9SDN589/8dPTj784Orw4NHu5F719v7Z2Ycvzl7Nu15AK8JeoFPNn85G1JFTCyOgPW8HKNpczJtF9L4cjrHaG4zsen21Xq/asDl59fLV6xcfvP/eZLSzt3u0d2Nv98bu3o0bw8EAwSZNgFSUg1IV0c1nq6JIRVGUpffeOudFFMlVdRzUXUcNc0opdv2GUzTg3v/uh6evT5nN59/6scFwmHERGd7NLM1mdfr6o+ryFXX9pei96bBYb9p5p4ZGKiqskqwrVZmzCSTPyBFRQDhk5lCOAO76Zj6/KH3Vq+iVth99Y/DlnyNDikJArCqaEGi7+aoiKionDs16vVwuA/fO0pv3H7x574293V3vjWqOitIQ2vOz5x99/OHJ69O27ZaLq3bTNJtusYyXZn1ycdb0awUm9FnNb639FA2lqokTcxJOIo6IDAqhxtC1bb9crefLq8X8cr3Z9CFaMrdu3j++cfPm8XE9qIeDofeeMCNpP7V05zckSD7MqhASGIyx12023PYnEBBrupZIggJfb2E/mCrdEmGvXwOEWUcPgGDQAYcMZ0cwORg9qSqga2j+wePhzrSoBqXZV49IBCzZMGFAptJOd/Z9VeLAuEGXW2RokIzRYRIRIlBhSRGApe+lr1O3kaTSx4SNEgCAHdamHvWLU4lKzvrhkNmJNtxu4nxBUwMIYIxxJvZih3XcrLnvxZVknSYwnpjXGhNV1WC6F/p2PVuMqrq0Pvahmy+NscV4f//o6Gcm43t7r//x917+2ovv2suXBwdv3r/1k0fHZx98/I2T2axlke0HuD2Sr7vQIs4dvRa5V7hjw7Wo60Otm7A+mZm6HN3YOb4bVZbLddutQ2o3m03fPjs9PUFSVxR1PdyZTnf3dwejuh4MynJgCVVN3ycWDjH41hhLiBj6br6cJe6ZOYSu3XTNpukbbdu5oWJ3etuAs86hEoAyM6qk0M1n5+3p0xvN/Cqkp0nKwh/sT93z816lF0A13lph6fum9JUgEyHHGBv1ZYFESIUm0SymV1VmThI0RAmpbfuv/Dfl3c/Z/UMCUBBSVcw0kvTpuTc3Nrq+mc3PiqJ688Ebbz9868bBflk40JjjS1Skb5vNatW1LalxxpZlMRxUg0HFrMy4mF/N57PlYl7Wg7aNMUTCXIzbK2Af43q9bpoml1kvMl/Mrq7OujbGCMvl6vXrl1ezJvQKiEngcw/f3BnvDsfjnPfNzFnFc236yazTzCXO/dAcDGhUOWnSa+0Dc8rJV6ox22UE5DqN5QdQpRYTazaGEgAaUEI1Zotdyuaq/J1nBdaUQA0AqOnP+9kH3/OjHVP4YmcHwCkoGigY9rv5DYiFKZEJVCw5tIaMyQd6LAvlmCkUZARUxSUcO9s1khI4S4Uz1qGzoEgWyum0PbmkgowxEFlKh8nxZp18aeoaLSFZiSuRilwRF5tkNr6uM9yD6jKu1pbEVX4w2Q2xX83X49FAqUnch2ZjfW2HdT0ePyzL/8nuzhcfv/j1j8/fe/E1ufpktPfGvTs/sjN5dTF7OVutu5jkmreRu/JdzynJIvFHhHuEx9YeEZWox7pev1606LrJ3uHtB1zc61k2zabZrFebNURIqenb/mp2+eQjMNY650zWMZS+cEVZ18ahIZOvOzGmEJkTc0yyhcCSNdbZGjODhQwZgznJJqXNZp6uXtXzV/sxPunlWRJBvHdjQhfzk030AEcVjCfWERGISIopOUMA6L2zhTXWKChoFBFgVsQcz4racwjlYIBaYL9JH/yOn/5NzVlPALCdnAoq6RY4AtYaENmsV3du3vncw0eHNw6d8zEG6YSFE6eQwnrdNE0DKmXlrCOFKYGOh5PEiYzdm+7FGBaLWdM1i+Vq07Sg6IyPaatrXyzmz18+H47Gg+HIWaeg88VsvV4TmqqoS18RGmYNSVX17PTq/Op8s15aZ9Ggbg+vqkoKvKW5Xht8rwEUJCI5QDFtcU4p76siPcCnEv0/DLP6d16lJmePI6BK5mQYMtdb9zZRd8tlBZTttosWCZJdPZ3Z0bd9XZGzthoACIhOmuXB4oWLAVDEOsiDjQ7U5gAd1sTACUQACKwFUlSVGBDU+BItIVpjCwDUhBAFkNyoiKuNLQoVQVUsBtKt4/xKVZwZZ5sSh2S9JUvQdBHAVTXmBIGqTn1jyVQ74xTbk9lmsdzs7Y5SDNI3sVmpCrnCWLu7t/8zw8G9G5N/+d7zX3928eKTi7o+PLj5znR6b7F8dn75crFcxsR6TQYEhMCKzD3BEvEl8TiYHYA7Hve8HUm081epu+jJh3pa7x/cfvSoHu2slsur2cViuVxv1qIaU2BJBNS2LeWIerSIDIgGDRISOWMsGYuoRAYNWUQRoW3kGQunrdUjNLg4u7F8PWibs56/2fNp0gRwZ2848eb1yWwsdFzQ3pA1ZtGYEBgESRwt+Ga1GJopON0GPwgDb6cOKMaQif3aRuMK54vKnT+R+anZu63Ksn1CFXNQMCgpIpJztq7LW0dHb959tD89EOHZ/CwlDimmxDHGmPoQedM2lix5SsQWh5Uvb0wPiIyx1hUWEWaLGRIul8vFYqai1rhruSIsV5uPPv7IWH9wcDQeTZ0v+6DeDqhKXejqeljVg7JYpahRoOvDk+ePd3d3b6XovEcCFexjm2LixIm3uRvb5j6oIQNgspUG8qlTSTSRkqpugU/byEshMPInSEb8zFW6jRpQQMJEoASM6FSBVVlQ//BL4rrbjgAQWjv/8HW186GvBvUNC856ScPFiVyeJ+eNs8iMzGANomHukCxo0phAADkpAIEKR2AABE2MAhIQbdS2AWOUmbuOam8HdWzabrYsqsKXIwaJErRvuFlR4bF0tiqYk7OFqStpO+17KQtCo8xkvLGc1mtT14PJdDRdnX/yejQa1OWQY8d9S+Clb5MiEpqqvHf77qAoK/zgq0vzzcXl4w9/7XDv3u7RWzvTO8vl08vL0/ly1YaU6f7Z160MCTWxJtEFwgvGnQgTgIlK2ffO9P188ezZ4/fo96rB6PjuvRuHtz//1lvDyXS1XJ+cnswXi67v+j6G2AsLZgSj2pzsB6rCSUWQACySiFhAQUVFZIfGAJuw8fOzUTPzYbMK+q2GHwdpFQLAnZ36nQc3L7/3yVTtTWfGliVgWdbeF6ldkSMPoEgikUPXqpDu2GEBSBIjx4iUbe5iXNWtFil0mLAqikJD+/Ij3DlEY7bXJiTJyFoRFQGAqiof3X9jXI/G42Eb2sXZIoQQQoqcrSwsyiwa+hC71PV9SEGzP44MkTXWIJgYYkwCKovFqmk6hW2Eaj7WcJLFYj2fzUs/sjSowTlTj0aWWYquSTHEmw+tccvVqo+ByKSkZ5fnrigGg4FzVgT6vu1D7NpuuVotl/MQMsYAczJSzujMIDoFIs3IRQVQpPymEINGQLNt8wdVpQo5XIkI1YAaQmMcghUNrCpgBEye+m4jNrdgHlVEBernPHv/o2o8dWXlJ+NRMy/mZxADOAdJlYQKD4oSerROlYETKSow2MyyYmCEFHJfkzdrUMXCbxFAqmoJrCXnisk4tUEAySEJUlWAgoTI65X1u4gmbFbFoDJliQBhtdFl46oCAI0v0Ri1jtvW1vVourc4v1ouV4Px2DtSAeUgfTDWoncQEmF3sH/w5YcLPensYPiV56fPL5+4q+d7uw/H+3cmD++07dn5+YvZbNn0cStmxa1dumd1CIG1TfHMoEXwInuWdgkrABEJ3fLZR9/+5MNvMmNRDR+98caDN999960fIWtTkj6kxCmm2HV94hSTdE2bdaoZqJVZJoCCHGGzxGZhN3PXLKrUgMCM9ZNWHvey4HyFgrGlt27t4cvLgx7GxgHAJul0ZG4dHnK7Cc2mmJQAAohGDVnDfZ/azniL1iAaUba4tbcSChq0VBNiXVXIUV99rG/8CFQDBKPX83AEBEBFUpB6MLx9fKu0VReb89lF6GMSZs5awpz+gDHGxWp+NV9sVqsudcJASDlwrSj8oBxVVelcAYihTyEGVLWEhNsroLOmKr0ly9x33QyoL31NiGQQPO3sTKzDg/0bfdf1aQOApc8gX4khqWztZswSI88X68dPPz49u5SkgJAJe0iZXp+LlkTVkvk0Gx0AVIXI5rhB/MGp7VUlJ21lZxIBImQvL2mWzm9NMnotQsoG8Uz1V1DTvu7mH71fjieFs8P5GfUtWa+Jc6anhgAKSATC2RCumdtvLKiAMSAMRQkhAiF0EQxJ30uMaB1WBfrSWEQkcs6Pq27WqIFsZDBVYQJJ22kXqCxBgPuOvOeU2vWqHCJatIMJkgEO1thAym1TjQaTg+nVi/OuacfTiSYFUPCVqwforCZOnDTx3mT6RvOqdxqH97790atV276+fO989ngyONg5uH333o8c31xcXLy8mM1WqwZVUw5HRooiiMCsJNoBGMQN8GtDDtEgekWPpEkMC3HXLE8efxRWm6vI6cnHT5vLq73hoNwZ1aMdX1ZVPRx5iilyisLKzJxC6JpmdlEsF5PUekgsuhb8hPE0yFnkTqAVEUADUCHcuzHeXTdm1vZoVsIW4N4uPrq/50nCeinChETkBNnawiKkvpMYNSQ0hIZERBIhqigrK4DnbuMGlS9dUZaclml1RdUwV6Zke7syIrBsOQbWOoZ4eXXVbjZElgxt3W9E+XYXQ5wvli9ePl4tV32IIUVlMGSNpaoc7O0e3Dy+PZk4Y40xxpABFENoSFkQAOqyGE92JqOJt0Y5hrbh2BuySKighffe72YHaeKASghgnXMu55qTKoNiYQrx6Mhy5GbTZZjrv9VC+BM1eOFPMS/NcoUtAw2RAA2yZD6aKAHgFhKb7QGglI2GoAaQACXa5ZPTYue9Y2/K5gqV8vUJrUG5tjCHhAY1BnIOkBFIOVFRonHKDRgLxkof1Fph5sgqaixy25iCjBkgIDlry1Jp0803g+nY25pjRCLYsHYd+ZKMjW1Xei9KoevK8Q4IprYB71UUEKyvw2qOxuzsH3RNv5jNB5OdcjIBUTAinMJ6IyroC1S1QEfTfWcvq81ytVe+WuKmCUHCVft69uRk5OrJ+Obx/v0bu7f6uDw9P1ssV32ILIIAqNtMJ9gSdKBn7mn7LbGgVVHePbhTOkOIVvzp69PL+Ww+vyz6LjSLeIKvUCLRaDCZTifWeyRSgdi3oe27zdL2HRn3gnXOuBRdp9QmCaKskAAU0AOMnDnaGx4CzE/WQ6ULTpbg7V36/P3R0GO7OAt9Ww/HhCicyBjvPCEgJ4k9996UPvPaU2SCKMwcOmfNzuRGUXjvSyLCLvBqQQdbxHa+zWbpC6JiwtA1q/Xm9euXL589a9qlM64oKrLeuYqIjHWA0jZd3/YStQ9d34UQUgiBkyqAL2ZIeuPghjFgrfWFcRYIxVwzugmhKt14NB6OBkVRKLAhK5hUc8MZFNAal2NzvbqsvQWFxKKcIocQY9+ldbNaLGcnpyeL5ULkX4Fu/DcuhT/pr/nMOt5MiwACsVm6C8KgkuGxn96NIHey8q/ZtpQgI4eB4spsHj93R4fWsvcFGkLa4qokRETQJGgNsIh25EsgMnWJSJqYqgHEIADkCgWVzQaEEURiMHXtnVVl4QQqiFiOqsXm0ofeWassKmy8l7ajmsmasJoX47GqoqFMJYGYIgdb1EhGOJDxqd9YX+3fvHXy+JP5xcW+teQodYFFFC0rpvUmhg6tK5zdH+0Vbu7D1a+u01NLFfouSY88D+v5+fvFhRvUuzv7R2/cfTthbNvN5eXFfLFsu5BYEEEULSKidAwOlEVJkBn62H0wf393d2c0qFdt4Yejqhp7O7DKVoVYXAwG0IJSnySmxBBCnMd+2XVJNbHpQmDmPkkSSQqZKZD/Xhkzsn4ysGPSzXkTRRmhdPKFA3r3ltstIa3mqeujJOdKg5SjAxUYwRhXcN9ldaxBEoC+aypjRTjGIKGLfuWw4hihKMrSh9WFCgOBAorItssoIJI4SdM0Z2cnL549ff70u5vFFYLxrsKiskVtfVm4gbFGgLqmc2awM3S9b5rNeq3LNvUxCID2Xdt3XYqBiFJInKIIJw6Znp+PzoWz3qGzNqd1gxhRkZgljhA0SEZgJxbRxClF6fuu7dum3TRNu1gtV+vVarVqmi4l/ZN1aj/7+uw63gwRIAQApHw3J9IkrLSNL9GsdMwpU5nhAABgcNtGIsDD3el+aayqKQ0kJW+li9w2KApZkC1WUVBYgch7UgROGQUH1iEHMAbEgDMmi64Q0BmwiOi2EadAhLYc1n0T7NAYovjpRSgF41xogoRIhGQsd+ycIW9QNMVACbWPRNYPRn3TlM7s3Tqav35dzC8H4x0he356Mj+bNevUJVArrjTVwI0n9aAe/fCtwc3x6p8/ufjaZVLAyrlWOKoGkKY5vXh8NqkGe7vHo/0bx+/c7VI7m10sVsuLy1nTxjb0lsAhGEBW7Vmd4pDEEUrfrvtNr8DeKsJm2dWKu6UfOG+RSmOdQSI1eayX+Cx2sy70SQAwc2ARILswDAAC1ISDwjuyHnkEXF3FEgkNHAz1nUN7e8+X1kroue87TkVRFr7Sa/FQPq6SJWCnzMCKzjhnmxSsYhJWBUOWY586MITWu26zbucvaukUat36MLOmlwFUOG2a1dXVxezybHl53jQbZUXABJjAMjrvKl8W3g8NWVFDWFlrq4piShIATBSWZtWenLxKErz3bdNdXJy1m03bdX2elyp0XXd5eVaXpfWehVU0xhAThxRj4pREOEYOKXEIzJz6GLq+D33o+hBjCjGmdJ33/e9lfWbukQBYuE5myu8oBQYUBKOZTb49BFwHy2cj7FbBiQBqnL11fOglOucRUEl4uVaO0gcUyZxdTh2qGkepX5l6gMbiNgeI0Tg0XiWSM0ZrYYa+EyS0RMZn+X+2Lqa+t8Z1/XojXFY1kgFUtCJdb4rCWOLQorGokFIPUAMSekeBObaIZLzlGJ0vY7OuK0+3jrvFolRglYuXJ+0ytq1bpnKjhEa8j3V9sbN7OR3Ve1X1tz5349HJ4lefrF70VBlnNAlqb1AszXkze/1h8erjSVlPJpOD2zcf3H/YxH65nC2Wm1evXjWbposJBAxChXADCVDXKTAilkUIApBKb6BLTdvbPtRIHsEY8BlkzHJhoEkcWKOiAxDIYEnM9KnK0MQbVhMjF9Le9+aADaMpS3h4oPcP3KDwIMpdrzElZbR2MJoa6wTVADmyygldhQTGKohq6NEWBomFW2kipxTaqhqORlPviDhJktjFpnti1r/hxj8MaSfbpFG3UaiqjKqGVDSIAAokBrvVEQpzalMjLMK2Kka2KAEJkwiLITQGACQkubpabpr3n796aq0R1uWyWzYxsH4qa1+t+w8+/vjk/IyQEofEEhPHJMwSU+ItOyVzVGArl//jWJZ/j+tPweMFQBQLbEmICC2iWFEVzfixrblnOyTcWh/gumiVAPYOqsPd2jmLRkBA21ZiyilMAg4VQFk4EEJKqMqAAWRjhrUByIY3cB6AVCMVDtUBomqwAwekiAZQchhvikkViqoKXUeOTFGmtqOEkpImts5zYuu9tZ5TLyooAKhkjaoTAiWrsRMRX45iaoym0f6eEAHCYG+UeNkx7U700YEd7Q1t4VgYrOtjnC/Prdo3dwfTIn3jZfjuSufq1pFBQQisAXEmJjkJ65OT9SenrwZVvX94eHT7+ObDw0f377Vdc3FxuV43m/WyUi1FJUabIpZFD7RazBWgtuQAk6oDrLYhSogEgfVS9VnSRS8JIMeuGABCdI5GzpREUXDec0rdfUM/PnRHAyvG7o7snSkOrUESTT1HRkEGjQDDYljVI2uN9c6is84aySN9AuMAE0hCKLw1ZLBtGkTlGNVJTMHbKttevPeTLkzmlG7MV3OwNEbBLGdVYGvMdDS5f/O+hH48GDz5+L3L83kSsZT7oda5uhwMB/VBXU+MrxWgbdcG2FlxhAoIXUhJ+jb1TcrH154hfhqoBAAAgfXkcnNytdlezADg3/5W+e9zfdbukQKAGlRLQmTIWgJIEiFrKsB8X3ZP9vPANegZaXsS1f39QeUNclIlSRGSaAoSOhVQFDQEICCoIGCMinDq0BrYtFB4NIASgZnKEskpooSWCkvOkSM0NvdhEE0OlY9t5wvPzCnG/KpEQmSBvrfWaZ+o9mggdYlDJGMMOUUl57SLHGJKfdY/OVtR6VJqwQQQvPvoYX8z9JGJkrGGrEFThL5jAFCQwTTGEIS7jXlY2gMTTtieQvlkGWabUDk0BMlRtBBYE8NZs3n98UfvP30yrsuD3d3jWzcfHN4w98oEmARCaLumrUPMF+edg6O+bzlGpwZiTyxRNdFWt9ArLAnMpim0rxAHpTdIIOrIsXDX969j6EWN6lvO/NUD+6WbxcHuyNtCs+QvBWlYmVEwexC9MVVZ1K4QBQl9MRkhAiRRDSB+C/IRQRBjnTE2hpjZ8WVZVlVlrQNJ0jRWcWxrfTbn4+licb4z+hJsAc25FSll5W/ePB4N6lE1att4dvGNTdtbEjJKlojEO18P6/Fo1/lClL0losgJCm8VwJDpQ8iZSiDIokmVJGOWPi1J0O2w4fpZ/v/v9Vl5vMAAxoIYNAYt5Sho+TRNeAs4/P5TwvabslVSgS/p+OYOxaDCMfYgoBwzSlFVgQyA5vhzRKspZnO8sIAGkIiEVBTALF1P1qokdJY8mZqQLNA2hTt/Lrbw7WoJWDDHdtOMJhNIQa1DNMKJnBcOoIzGIGHse2MdUCBvQRBEiACdV0iqyl1LxlfVSEsnQYS4JHAxqWBKYMkZZ4ti1PfRGrAGuwBdDOP9cn1pHdDE6EMj+2Tf9/Z02cUmgUGDOLHIBcaCYpLAumibxYvm8cuXiFR6N6iG5IuirIeTw8FkGmJfDc3QEECUEIHQGSMaq6IS0U2zZhYQngDZdbPftN2miZFDH5vQtmmThEmVFTzCW6X5lbvu3Vu7w9oaY2O36ZsmdUEzE17BAEZUJBgNplVVWmuTds4W3pqkqihEFrcZ3waUQQBQvHPMUWISSZwi9ynEVBQeIVBdaUiyuAznYuwdVN46qEQwJ4Ii1YMRga2H50Ht6TI2jVpUS2Bd5/rUMbE6ZirKWhS6runDhkiIwFkwVpxCQlRGzoz5T3eMP1yQ+iedg/z/fn3mvRQNsjdirSFCBAMQRYUB+Tq9ZOsVv2ZRAYACiIpBVNCd3XJ3MgBO3Gyy0RRVlZOyorX5O6poIKeguFJSp0EYevAFJCFjuO/RGkDQoCqMVQEW0DgAVc6KTQIAJCJrAJFj8r5cLa4GgyEIcoxIFoTRWFRCMmQdgKbQsLOmIBBSxjxy8kXFFGLYCPfOGA4MqqYoLHl1KJI4dNy1KQZjkdA6Yw0OnOPSujZ2SM7ZBgOMfDEa7r3ZhONnZ7/v/YczWHcMKhrAGkDCErEkZGtFMamkJG3fr5qOARAh6WPyA+vKuhqXVVUUlbPeWmeIUFSwV5HImBL0bQyxWzXztltzDNkhaABLgDFSBFigfm7k/qdvjd46Ghe+iKFv17Ow6fouAQAikEEUAGdLb7xze9MDNKQYUIz3JVlDSSJnJwuqMhECK4iYoiiKkkA5BlJ11iCIscYNa1uUHKLG2F30/ZNVeoAibwPSNip7C/kgBWnazavzk/efPr3aZMotIAJGpS5drs9fXy6K6pn3hSGbOKKytwga+hBjCDFpYGVWFuCclKDXE4c/8hR/xqf/3/f6zPNScaTOOEN0zUVG3SbG5mkCXguPkLJQCQG3kadARm/e3XEq0PeqKrEnRCKrKoigksgW2XyIOVZEkgoDiqoFBCBSzl0H1SRITlEogQUvIaElMIS6zUFA48h6X5Ttel0VFZFD76xzMfXCSoqgSkQKgMZlYZMyA5IKSmI0VmOPRpUZuqRIaq30rTEWRIQFrbNFaayz9QBdgYCp30AfEMCgLctBXY4qt7kC2oDZpDgAuXWwe7g7eufi6quvZr+/pstVsqs+MSfRXjVcpxIUBgtERRCHiqCEAsC6YWn71eViJrI1JlH2OhpCFWGVT0O3DUABiKAFwRgMAnSqnaog/MUbg//0nent6UBZu/W8Xa76EBJrikgI1pMSOmfralTXBYs4awTZ+6GqGkRCJGPyCUkBUATJojEqgirWGOts2DAiCW+VgBqTmIjOoElpNY+vx3D7jDkYU+SPEgCQDIDELp5fnX/05KPnry70+4wnoKqsPcM6trBps5I8L7qW/2VhhOp/MBX4J1mfsUodqTVkLBKSqiqysMp1ulNOvdnOXEAFMiBnS/EFgOGIbt7e1xRjtzZIKoJkhJlyyBx5QBAJOXdBYlRVIicISCY7EhCUQ4/WofXaN6YqAZVDRAsolpwFA8BbyDgasr6IMvcihXfdclZVo7BcG2+9sRAVrAMQMsYYL8wpBi+SN4nriCmSFNGSbjb9prHjofFGEbjvLVkk0sScxJC4usZ8qCh9DB0oE5na1GjIbZbrtpmtZs758Xj87mC0N6zdt89Wt6cynnRPzmTedEkWzCuJK+XETAiq0IEiKqMGAEWwRhmx9GQtsShDFu2KyccW3XrlQLFC3DF47OAISdk+6+UxB7Tw1+/t/J13DscFbZZXzWq1XIbYKRhkQWfV1uhKOxqMNKWyGoxHk6aZi8bS+3pnuri4wMKQNRgDkiqzKuUrDhoLqiho0JXlYMOXgqYaVM4ZREQB45ySsZXQGvurZZlGSWZI+9sWFJICg2LX9a9PXn3w8cebdf8HV8c/VnafQgYA/lBz6M/e+oxVWpYOBYlIhC0ZlKz2VwWrgAbyZC67DNWAyZ7xrbQDIPbQrZYNhooT58EdJzWgOdUa82BHNTFk1isSMGvGmYWghjQFsk5CQsnHVUQUSQxokDsQh5YQ8++L5KxxxjvfNg2JNE0z2Dmod2zfbhQtIeUGl/EejZPQM5NGxtIhEDJ/Oh5EhGK0061W/dUVKrrRRFAZIkGhAihsrTXGi+3JWls4VAYstO8SCyGVRV34at0srpoFGDOZ7Ny6c++X6uF33nt2umjkhx9GdPryrH/xSoMkNYIqAIHhvNckGEBOuZ+D7g79/bce2apcry6/9f7zRa+ucL60Xzza3SsqWq3jxQxJK4I9hwOHIeB5C6dRF8p3J/6XPnf4Y3d2Ur+5PDvfzJu2wfnSDwYyGKmzth4aW3hS3N05jqnpu5aFEdUBDacHIca+3wxGg23Ot0GJTAoIBJqVsoyExhpfVoqkCTZNUJsKZ0d7e4IkSdBQMRik80t3Wcj4uaP9PDMjJBVNwuvN6uXrV89enkreGK+L9D+Ua+S/8/UZq3Ty6M3Nk4+382gFJRJlvu7wAhJe56vCNkomj9TzoE7LikAVrHGDAbGqiik8aoKUQEVSQgSwqNaxAiCBqrFWRdQA5HArQlEBEORoXCmxg6oGJAhBRNADqjOOEBDJGafWF1U1vFy+LqyxxpExYIiadUrJeAcKWZSCBAoiHGPfOueQEHKEDaHxPqx663013gkr7K/OEcAOR4CYNo2wCsTYNqIiEgHQWM+UjLUKIEhk3KZtSl+U1TD23eXyKjHvjHf29nd+/EfKjz/68PTJ19tqB28/4DduV835YHZSZWcg89Wyf3kR1i0MO3sq+OUf/dKP/cIvKhavXjxm85vLPn7u3XdCSNA3n7v35o4vn/4//yFfXBIDR3PC5jLBWeoaTD90d/LLX7y1X9nLi9fz83nqUuix6910x9y6u2Mrt9ksqrI+2L25XF6qaOkH6+W6Wc1qVw13pkB2fXXKMRg0CErGkQkSE1yTaBENgCiDscZ7T4RApACRGUDDpit8lUvOl5VFaE5C+WAFoIR2C21AAuHlcvXq5PVy1X6/NPYzSPD+zKzPWKU3f+JnXzTrzavXCAaNBYCsOVPNEFBW+MNsxcwBvdYLDoY2bhZSgp/U1njhYEqHttCUNImESM6CMzQcAICssx8tdRdz6tQPB8YgeYe55ZtSznQlQypbhKRKQrUiKSeOkzGmLHzhy7LuVnOyBgg0iQK0q5nfP8TECJTnKIhWVTn2NibynpyXlFCRfEG2FQ7WV+XOHir3F2cg4nZ2qfAkzJ1I13HbCCcA4GbFosYVhlBRjCWLtiqrbhVKXxJqH5rX56udbmc8Gt+9fZccaGC7er5uiqvhfvz8Tw+4P45tISFwPDo7eX12ubfUo7780R/92bfe/Sk1du/WfS1Hpxcnd27e2ju+8+2v/XZAd+udH6Hzp69/9R9Doj5ol4xD2B+aH3l04+fePk7N+ulHn6znPTMQkrHu1mG5d2MKRrvYeOcLW5S+iuV4uZkXhSWJaZkG92/Yuu5j2Kzn1hRkLAAhMArkfMEtcTazsCQiGW+d9UWMPWoEJTSkSVLXggKVpbF2WJcvXr2sdU8laHZQCatiiGm5XL4+PYtJ9F/T9fmTL/yDgct/wOszVun4jbenZ6f9ci1NgK2bAQAUgQHQ4Latvr0gfTqYuf5xVUrpuapHiAqYjHemsEAIpVFBEyMSoSVDJCI6qFUlLptwNd892uXuCsvSuKEpahAFKcK6S9yiQQAhsAqqRMKRwAkoQo9oyXs7qiayy11viFiiAet80ar2fVd4r6DoLBICkEoSFkmRvFcFAKOc0FpTDOJmHpuVH4yLvQMk016exa7zu3umqtU71XykUGWWLggnbjphFmE2wqIilbcWQQl9ShxZlqtV34XRaFSV40jtsBzdHo0urmYvv/dydedhf3Brz+i0X9+rh+Wguh36T85mR7cO924cmqKqdqZd362/3r7/4Uf2yeO27ctbu64eHLz9xflv/6NBTYsFSBAs7E++ff+t3er0xYvnnyxVcWdvOBqOneeqKmzhUurbbrU7OWSRtl0njs4RQOo2sVtHI95WJVjbLeYhhaqe5NdcVpawREoECgYF8qxWBck6W9qqhD5ITAwghhQptdEU2QFDdVXy+gKTDXhVwHE2sKlqaJuLq7Pzy1na7qR/qk30z0CJwme/lx4f7X7+i2m9mH/zG6lrRUAURZGBPCaDqtsUZEWEnCD8KWmfCIoC63pQjsbldGrKoXEGCwMQFSU23ezZoqhoXO8R2m38XErri8XkcM8PB91yLprlgTnGLpUTh26AxoAj5YwO3SbaoSAAgQEAJW/doJoc7LaLZdx0WJShaQApNG3hC1AFVkQhg8BGFYUFhNEZcEYFyDhTK/el9J3E3pZVuX+owu1mGUJjBkM7HLtqgK5QJGUGTpgsihhfxBRialHSYn5J5Ix1lR+03NZVfbWclc5t2jlQqstqvriqysHuZOw9lbzh1esLP/rQ1oPJTmHccH15C7kOVxZNNayF9MbRrbquyBhBKutBSl0IHRICQj2u442poeIvDP2u9o/fe7ycpb2Dndv3d9HYbrMZjYYh9l2/JiCPdlSP2r5brWbL5ZVzxiCJ0fmCbt0cuUHNKW6aNQBY40Aya4EIUIQTb9AUuT2vKqCJqCSi0g8a00iSPjUI0G4WZT301ZAQkbAsqhL48vH56OGFp0PNqgjFzXp1fnm2WG50Cw/48/VZq9RPptNHb0PXh6vLxUfviaJK0usz7bXwSrKhlOAPGU2N4cM7t4/fentYDIwvUAyiqqWUTpXT7MnL/+5XP3jn4eCdH/LVaJLdM93VnIyt9nYRBI0RVgm9HRSEhapFg2QdGgMqmqX4UVQTbFPhsuLPkvFaUrEDqthv1o6cr2qypms27bodDCs0nshnXBOxgCRFUCS0pEkQhLw3ZQmcUh/QWFuX5Y0juMR2cdXFlsKmqKZ2NCbnjDOIpcQILKSI4mywkVMbunWz1BgrV4AjP9xDa61x3hbBrrtu06X2+bPnjx7cN8YI8MF4eMOa56+evOp4vX8bb75L41vzV89udstmSb4a7EwPxqMd709jjEAQEy/Xl2ff+OZi/EBu3j528JBCvDp5+fpqd3fvwaNRVH51smiDPnq4V40HuBaQ4Xg0uTp/hcYaJOtt4B612Nk5PD8/33Q6PZyC8/16FWJActa6LSkathpXZiCNWhaKmD05gGSc9UVJpEAJDUVJKSoZR97bslBCx35clN/8ytcf7B8O9nl70OK0aZrZ1aLpw/cX6H/Ml1L47KRPZ6sbR9Cn9vy0vbjor2aCJKoATFt+5/afWcSbI+IAFUGPj4afe/uLo2JECtopSFKjrC1oiKtVatvRgI+Pp+QtDUow2L086+fL4c0bZEhZyFpNrCmBKBUWXYHWYOYPqwUUECUAYQKwoCm/JRANgCcR9a6ajpan511oLbl+0xpvY2yzeDFP8/k6zUQTo9uGz4swFc7WlcSkXSd9EGqpKsvdfRCQ+VVYr2IfXN/6wdjVNVkiMoIIAE6MAEA0IMLFYMFziJshDuNyPTS+77sESmQIjfdVsw5t33lfqcLi7GTn4MbR7nSwWFhYPf7oyaKart3h5rf/u8nR/dH+jXq4uzvZqatqk+1fiV89/ziURLt7629+VBz4uQvI6eDgMIk8ef4ysO7v7r31zs2iKki104bjJlus+75TVI++KCrniyD86iRMxvVodyIpbdbLELrCeCJSkOt0b1BFTr01FmKEmJX8qsqE6G3hrNMozMlgqYDZJq4goBaQBuUAZ2ehWaiKAS/KnKRpm8V6EWMWseG/jQ3zz+z6rFVqrPOWjo/3Pvel5uzV+Vd/L67XgIA5pQkAtnGmYBAIADPYAcAX9O4Pv12ZKjudlVmFsSgAO25Ddzk/fXHRR0AGYFSJm1cXqWsm7zwkRIlJekHnMCU0FpAUBARBCMw2FhOtydY2gz7vo2pMFlvklE8yRqwd7O1srhau3ilHQxXlGDQJlYBkAC1gUoWtLUIViTBnv7OgIVM4jX1KEVPAZKkclHuE1m6uTruuCxKYW0k7rh4ZX5BBtAZFiZwjBJBaJaSi7TgB196XQCFBFwMnBnTes9+v5s1s1+4AUheaZmHBGkQZlcX9yaDtN8++9y9Pv/bPnw3vDN/9wkotA1SWdDBEVQRan7wwX/uNer3WZC/Ep4GvPalu6mF9++6twpnRcGK9ZzJhvV5cnBSuBAUy0K1nZeF3d3bJ+Fm7PHl9eXba/vgPHZrSdc2mbeac+qKeGiJNWdbFW+ktsxoPiGgtQFIWYDGu8JU3RKgp9QkwkSHrHW5VMAyaKmtG5EKzEI1KqKos3IfQtK2I/in7Rn+W1melkxljrMcRDe/cm777Q83FWXj/PYzBIhJ+Kn1Rgkye/IO/bhxP7z14hCoSIgJpCqKBJAl3YbVuZvOXr9fTsec+CEs7WzSz2f67b9h6IG0AFWVrBhUAUFlIjJIYEMkS2YIMAhEaVBX0HkRVE7LLkKYMH0VrVVRTAEVQnF2eVOXIGnJl/empHOla0SIKLCqMZMhYBQFEQCTv0VpMzCkY9aiW6qIqjsEYWly2bSPaBFZlKEYI3mbzPzqHCNaAEgxBQkxNTCWn0vsCS02x4SYxd/2aAJlhWAzKuuyTAJjQdoyaYs8cnKV7B4f+8vnr0+9suov0uZ+OZAaDerp3wCm7QMLlKgy9HB2aG9Od0WCwM5mSo5S47fu+7dgH66xG6TbLGLkoXNuvkJxxhSlLsG7dbi5OLz/8oK8Ks3e0o4JtE9quI3TOFWSMKquCsiqzSgJglh5oCEgIRpG3CEEWUcWU+pAQA6IIcLYkAiQkIjK1M22/EEmEHpBENXBs+8B/XqDftz4rj9c6JCTr7c54dO/B9Atf2lyemJdnWQPI18L63Lf7FCtuSR4+ulUiamDlCKASI3qQ2MZm2c2uLl5crBt463Nj4xw5u3z5yhiQdRSKaI0xQ7Q9GpMprv2sCW1DxriyQGdtXRlfUh5yStJt3EB+XSBIhCwsJkQ0SASIF6+vxlOd7k2BGTQpiOZIa0LkzHHPx12EDP9WIWPVgPGVpCQauQ8AhgqHzlX7N4wrzeJ8s1ly1yFuVKOrhraoQJE8qCUBY8qyQCz7vusbQWBRSSkr22LfpNQ744lo2WwGkwli03btYDA4X1xWthjVw9l6440dlwM90CalDy9OG6Xn7WqVOPWtiWky31RLObgBvnBIGDeN3T8CBFUBwRA3XeMkhSgMytP9G9YaBSprzyKz1SqGzdXp4pNntOqKN9625aAObbtuVqHvq2pifQlIQFuop4qIoEGToa8KEREBCUTQKBkFSTHEvhULsQup3PSgxjhjvAdE6/2krFNO7EACIFEU0ZjhKP+x30b/YP0pMtcQBQS9qw9v7b71pebyvFv8C256RBRWhJxVnt3gGeKK43F56/hGWq9YmAxqiGQIqzqFeVhu2kVzcbkph7ZyphgMEbRZrkqP7cWlT9FUha0qtBZMkgSp6ft1023mKbTGuWI4KfuhG4xMUaJDsh6EkexWMwSQ28K58QuICliNBkLFs6enhnjn4DDfoIlyRnsGr5NC1g9btA5TbokxOZLSGim5N5wYTSQDSoSW3HhERQGXr9rVgrtGhVFtTv5TNVR447xg58CPx1PbOhZkUkFWJRWV1GtiQamqmlN7evJJYco2sXJATut2NS52lSSRVVMgLbmdD5rZaP9OytlKwmdf+Q3fCAHGBG0Th0UkhLZdARKnRIDTyaE1hqwhFgRVURbuU+xC0zarft2sZu35uV219WQIt+8dINFmtWjaJaLzvqAse8/sVZHISYANEIJVJVBAY0FYVREUWBQkpNS3WHhZr+aEMuhHriysc7aqrXOjsppL+BSZnY3g24DTPy/R6/XZ05wUUIRFlIbl+M69/dkPr16+WH34QQyJVTWrAsHkgBtBVNXj2wcVSr+6sAaN8yoC3qfNOWoX+351edWGtH9Yg5B1PjVtCmyrujk/kyS2rGLZAkBq+9hsUt8zMyCScaAgfZuANKobMnpDheSnFiSBuT6DqyIiGaMiZJAVjm7urubLkLTvNr72n1KVQRURPsXzAxiRBKpImYEIZL06BhZlkRSEkJxXRjBkq2IwPbKm7JaXsV9FENVEIsgeCNEwgiWLZY0GMcWgnFhACEVFIWmKgko48XUFEhHRkQ19x9ylFLq2ERRhTKHtNm23TuXm/eHRrRNLe5PdajCMJy/8eGf4wXt3b+zePNgZjQbeW2MdCgDR9ixBqmi0jwgaY9+GbtO2YT1PXdcsuvUc2t45I+88HE4PD0LoN906pc5Y61xJoCAJGLJ0Era89gRqcs61avbfIwAAGU2Swyj7EJvl3BolNCoM1mtSOx4MispFEDEEOWAmB91veet/vpfm9Vn3UjJbBhyRNSVNzfDevem7X2rOz/uT0xwQx9/XnDOAhrCuYDN/OijQuoL8AAyBrgk0bPpmftUu14MhHB7uWGvJYFh3xpXlYNTOr1Kz0pRkrSnGFHuOfeIEhIacNQ6YOfYRUBGhtVYcCKjLxkKT3RRoiLIaHVBVFBHJVuN658b0xScX1tJwd7pVqQsgWDK0DQcTUE6IFgiBDAKoJrRE3grbnPOnitolcFvDjxsMyHvjin5xHvteWWKKVA8AiawFC1kQZb1HAEVCoJ6jagQ0SFbBiCSDjow3AM4bUuSY55GUuBdm5uDFOGTDvXz8nU19VIz2Ls9excKD072x/fwX3qqrGhBBk7IAkKIQ5el1dj2gcOSgy9U8NCsJIW04dNgHC0CPjvHhG0cgsGnXfegInbHWWkfWARhhUUXO7D+5JlsBqCA5o8KIqGRAUSOIYDmiJKyqgIKgwCoaEECCL1xRBQOiLJA180Q+hwL/+V766fqsRBVJhHZr/UVEZ9x0d/Tg0fj0RVgv46qTXBygBIqY37PAzVnhjn09cIOanANCYODQx7ZtZ0tl3dkfjSeDuAp2UKzOL+tBic4Zg8AiiWPsY+hYAnMEIEKPIkRWDSgHjn2WgKMZgQVKvG0xZw2LWlGBPA0go8YKJSKaTKqTl5ez+ezw3m0VRTJZuAuYwcLbBwWRwJBy3KrMScEYJKNkVFhBBYUkM88SgDGl9TgBQlhccAgaejBWyKiWhABk0LhtX80YNMSNOFspNNsoOBBQccYYsixCxiEmEAVklR7VIFjQDjFZT+Tox0bl4+fPPnzxSd+sV5KOC5WYaGSQlHvN5FBFs73+baedRGr6FNr1HGLQgH3gPiAq3Nnnt9+9XYyGTbNZN6u+6wjAGb/N1CYBAI4qiVWSyYmiwBkkqaD5uwcpCQeW2PSpGvhhPXImvykBiQCBQwdtYSZV2bHESFYEkJWVhAz9+Ub6/euzTmIox7YiYHaIARTGH+xPP/fFuNnMvvlNaZSyvROBABW0quDuzUk9GvphacsSEAEppcAhdot52vS2spMbB5QELZFzqe+r8QBVCY0garavgoKitT4HSBIRAQozAij3miyHnqxFUiwrBMqRzyCS89PJWSQCNXmyIiJNF17MKwZ+M7JTQINoHMQcuYMAqMwZnIWCOTAr/5+TUXBGk8lbNgKoSD5VgqjGYGxRjCdkTD+fxX4t3Tp7MXOZQyb/GyJrHKC61LM1ZHJNKhARojUIhjmm0IRug2hVg4YQ+9j1oU883T3geszjW97aL3pSOXp++mo4mqzj5muNvU/NzVI0ikqOLxQxBo0qwjYkwRoRkZSg1xQ4BFGh3aneu78z3tsV4bZtunYDiNY4X9TWGjSkKpzyCSKhqgACYZ6bYJ6H5YWgiswKrBwiF6EsR8aUqqIpgXPCHfTOal1xXDVLUw4VswTGGGvxz4L89t/Z+oxVygKGVEEQFYEYUJjtYDC5/4BE+sWs/eATJ0HU59xVi3B8ozg62PGDwlYVolUQYebE/WrTLOdqpJ6MdnZ2m6tFMaglakxh4IaAgNYqEMekikjOKCEpEaoqgVWOoKpoVERiUCQKDskiBCh9zhfPlAhUA0xA2xMfEIHyuuWXLaFTBkVrMFoCQDKoiJQDKVG3160tmkOZswcEnccgSAIWARDzm4tURRRJUdEbbyZApEtMm3VsV1YZEBVIPZElg0ZZ0DjrnRdvnU+OOLGwCkNCZehS7CUJZBOfAPep3XSmLG/ePConk++eLgHt/hvvXj1/+saPf9G9fg3Or1aL3w/hvcvu8y4+8rBTWBAlYhGVAKBCztnCKxHm6CFOicUA7E3s7v5o52BfLbZNu2pXHDvEwrrCGYdkVIEja0qwvYOSwDUcnUiVgLYvrZzRKUqiIKDSxV4aM7SGbIJojAMg6QMmcJzi7DHt3lQFAOts4Z1H/EN76X/kG+tnTxlWyTntpAoiPXNCS6PDW1796uz16vQkzDoEFQCHaggf3dkZjGqqKioKAJS+16Tcxn6zlhBMYarh2Ja+3TTTvd3U9criXKmiObqPJTD3BA4NkM3SCaMS0RIwYRIAwzEQKJMRZa+MhKoGXR7eqUIUZlSHREQWVURYBJPCKhKnBCLKCoAopCBkDOazvRagqJKALGRAgSqiURD0FlLKGb2oGVFvVAFSVO7ROiDr6gFZ3+lF3yxSt2EWL0I6ELCYL7qk6LxPUpXjrt1IaGK76kCqQgmFwCAqWeLAkqIxdu/4ZjmeGOftYPT68pQ2L/v1inf333r77ZjaD16eleMJgqjoB6mLs2c/BGkwGCKpCACzclJFQaSysMag2pRaEfWFHY6rnRv7fjiJLJt23TZrEfalt7YwRKDKIXASBSVUFN0C0hWIrIqCMLC9dlhkhINYo0ZBI3dpgwykZOoSQ+eNVWFhKYD4/Kt8+11wU0Qgi4X/o1X6H3OJwp+Ge4SIoEKEwqwsqmLIumpIh2by4K3py2dnX/829xlrAjsje+/myFoDRCKqnDgmCSmFELoOLRVVXZQFEoYori7Seo2oiIZjzB1OQGvQGOfI/gF/mwwpoYQeFVPoQUFSiO2SuCLIc9EC0aA1wpHAKCgLIxEQobWIDgkTSCvAKWria8COQSBQAEOIRlNSY9BaVYbEmAkmKoBIhgCdCqsygIIxmhNmBRQAOZBHNEjelXt7xhfN6lz6TVC2nBxO0FswSBaFDDL7WBSDYd+2QoJWE7EBNcahQRQDhh2NyRdoCVxhqkJIX11upvs4am08ff2t/9v/4ebuRDdtb40hQ9YYX76C8uDq5JZAPahNkU0/FkSUI6AlIiIQBVF0jsa7o2q8qwR912/aNcdAvspCPyLHnEQ0aTRkBYjIICsiGOsVAFSAECgbt1FVRKX2LiiwpMiCAEn7WCx7iHYwVVYA1RSMsTA72yz/5XD3bwGoIfLO/4E548/Xn2ISwxmNncm7opy5mGiNqevBzVs7735xc3XefXimYAzq0Y1qZ3dCgxGg4ZAk9BIlbtZ9s459B5ZsXZmqAl/YurbebzYt+YIK54a1KX1qW0Aka5Byygzme4sSKbM6J7YnpKDMEiUlgI4ByVi0BJo1aSgiqoJbU7dDawFxWPnCUpIorGAskSIYQAEkNAQGr3VqGVHK2fWe51BoEATBWmDYxjSKgoEt/kkZkCRFjIre20FNrgCL/WIeuk1+tbnJ1A1qVQACY633dVVPGr8ktINyZG2hhgAxM429CKJHC0JoypIKP1uuL+YbP7SiOx6gRnUx3NnZeaUY+qbEQQhB650nJ+9B6G4f3x7YAYhcNxMQBFVYUgpJOWE1GAwnu+R827WrzarpWlEojMtstygBBAyQIKGCAREAQCDjCSJ+6lzM//Ws9kvMIGQV2CTmlFRNML11fqgIApzzEclauPLzJ7/hhveR3hLGkOKfbULKv+36rFWaMUbAkoeGmghyM8eKiX4yntx50H3+y8uLfwbnyRHt7A3O5mmjYWd/7IxRi9qvY4yxb1PorTeWvBsOUwJ0Vjm1m6be2SFrjC9sUcskIBoAVE6ABAYUAJhBVJklWLGOnCfvQ7vi0IFIDBtdZ6aLNQBoTH5AIUU0DhwAGiTjC2MNJ0GODMAKSYFVE5IFY1AArUEAQFUWMl5JlRMCIhlFQFYABLRgQJkBERUk9znFAIDEBCAGSQ2ix2I4NmRpbbrNKjZXxhdqLXkHioLovCmkGu3dCIsFWV9Ug6xrZxXV/w95fxqs6XHdd4LnnMx8tne7a93adxT2hQABghDBzSQt0dolL5Ld0x5b4WmPp6djvjii2+22HZ7xTC/TER0z3RMzYcfI062dkiiZIimRFEWCIAmQ2EjsQO3LXere++7PkpnnnPnwvAVSbi/tIm2J7fyCAqJu1Xsv8jxP5jn//+8PYABBjEtsmoFzas2Nq1tVFcaTpl5pEkjqwDSvVtcHYzF1GSCPLnENx0uNS8NweXkly3LkSEQ2T5UEAJqm8U2oPeapXV5fTXr9iFA1zWw+ZWabdcjmCioiCmjIcTsTJdC2b7foGrUjKADhFnGlgIDIKooAAlYMOmyYNWqMQVSYPbesZFFEMgGHr3FIP7V8/C9V9XQ6m0T+DqehZWX9+9xNuu1kRF2wOxVVRbXVuzoyqELkXLay0j1xon/25GzyJqkJnY1Xd/IOrZhpLC+/dnijd/TgkkkydZaFU9vJOl3KUl96NKQh+qZaPbxBxgIooJJLWlCLJgiR286xtpwWQ0iI4jBJTZKRMc10HKoZoAQFsFaJEAuwSoBqAFFRAokjY4w11qohaFhagcEidQANokG02g5mrAEWNayLMNZWMCgIom1aLhCAJWNVoooiAUQFWpz6EIFjA6U3SWacMUsD2+mYycSPNrmcsLUKBVoiQ1ZdboXzgbJUdZ1mhXPJooOtIkCoaFzCBKIy2d2/dnkrF+cq9eKXT92j1byeDpc0rq0uL9971+bN7c1rV1799ktQ67bmg1ldJKUlSFwCiEQmcJxPR3UTgzdHDvZ7K6tgTF01c1+FGACEsAWeW0UEYFGDAI5sa3/SNq4ASbUNbfgOSAwAsMVYKZKxqkiizmLlJXiOvuHEQZIgKCoDUkKIVW75vcEnk9lkNJrId5fkQmr672+Z3j7pE5AQCLE9TCJQq7RuA+GBMpesrAxO3THZ3IpDWT73oBUgZ7Zef2V3a7I5rKdmOfN6dO2g7g6TwcAuD2y/32xfJqex8WSTJM/JJS3Xc5E5o9ruGogRyEjwLRQb0ZBDABFBW2RgkIh8M1OFUE3aHFWTpehSaOkrxpMlFmka74ztZmbeSGgCtsfaRVIVgCqhXSDWCAgVtM34bCcqAmIW5YOKZG8l1QMAgREAAG7NNCgcFyMKaGPbKe31DUI92Y/13LmEbIYKRGATk6rVou+rkr13SMZYEEaBiIrWqTFoMPrm6uVLsQ4HE9ejRoIMb1xPVBJLoa6XB8uPfuCDMeKNq5f290evvPDSUOGzV/YGTlbSwtpUmcFQXVbzyaSuYbDkDp844oqu93FWzebVXISQkIwSOWMNGTJkQNSgARQEqyqiSgggTAZJSLUdRJGKLG4K2rJfQUxrJ0QFbGrxVR1dCkkOBJg6IHDGLh84sHbHo+N5OR6Px+XsnzOX3vrnv6fn4NtWNaBph+Rtn0QXlxQAJbLGJoBKWZqvH1w6e0cGZmljI8xLU02OLHX7x4+b1DabN70V312a02qn2PBs0DezSdnpJeVw4rIUjREJZJN25qkAgHLLrCLIeivZTZWDgqIiJQkmKbmGyMCEYlOKiDQ1o0EUhPZiCWqIyW9eur6/fX15ZamX4rZCS/wFAiKKRAiAllrGBBKiIQUCbFMw2+NDiwRv/bO3HvRtN0ZVF1pWVkxApE3fUBYhYQ4ao3XOdbocGmZeiAwWVKgkc6giiFnVzBwlDsSiYWREA8YKIiLt720P90dJqodWQlbY5OD6cDh1WSEA89FkBeDSay8/9qEfWVvf6C2tfPEzn9q+dH54/eqz4+bdnakla90Alab7e7PxHAlPnDxUDAZRZNZU86ryjSck6zpIqTFpYl2rb7YELT1VgRRVxRCRQ0IlEd8KkgBM+yBSpMiNKioAqxAqCJJCiODrELNGOFDaI5sIoigtn7ofk7TZH47Go/nMv/PmxHeYuwig//opajstw1txRP8Lv+pP+br9lOE2nVuUFzQVADBIaAQiIRE6RJMs9ZZPnT24fDhJU55Oe7mFA8s9i2F39/K8vOeOgxu9fu9Uunzn3QZ9fXMHgDq93s7OhZVDG60lG+EWhBCist5KWgQgImeEA8jiroRkEQXJqEtdju2MIPpSJIZmCiiqSuiQQBpf19Xr37reKWRpOTjDCtB4FhG4JfoGBKJ2aO8AzQIk3JpjWg2T4iIiiEyLZm+5MaBtULrFNn6DEEAQUEVURGNUARRUQHTGZh2ZjjSyJopkUMWSAaOZKyy6AMaDgAghsBIjE4pICFW4uX1DRYquWqtJp3fw0ceHX/xKRHAuixwHSyv7+9vG2F6/uPPu+44dP1lOhs/8xj99/mtffmk4RZ2ic6y6s7lVNubkR/7c+tEDNNkd723vT6ZlVSsYtImxCRlrDJGxhESGACKIBUAQIEVBYFBDpKxoUSGCArSxpGgBWMA1wnmaEIKyBhaJyAwqKIwLNZQhDRG5EV8qy3w+H+7t+4YXRXnLq9E+DBm/I/D9bu4YvgPPXnzJraemLjJzFwrj266SP+l1290jITAARECgqKJEtlW0AgIZS2QBwCTJ4MDBQXcZOOTESQisSAizxq8u9zbWBmmaGescqunmYVJsHF0zFlm4WBpAq+ZBQTKyAGAvLo3kElVRiaCoi8MwamwAoG22kjPJYAmRdKLclMKi2lhFlwCqUYjlvBlOzPq6c5SnZqqqjRcJohBVAY1DY5AspWmLJwVQwJaKKK1zY9HRbffHIqlWQEWRcOFSVeU2fhpBBa2R2JpzIihIVAIha0yWA6CGhZofEZ01KIoookZZo0YCyyiCqIpINNrZLuelNVCkzqSOesX66bP5C98uVteLtJheutgteifufST42mVFih0E6Ha67/upn7v+0le3QvbC3ugh0nJ/f7wzHRw5ceov/PWYdQoDyWSY3rg4vPxGeeMiNt5wdBotApEjRERVIVFBbJ8nEReUYmVEI0ZAOQajWRtVC+IJVUGFUWuJlTY117LweqtGJLQuA1AVRjR+sq8+jOeTvdEwstyi8yzYsLRQprT+IgBYHD3e+UXbtFNFWtxaAAAWY0AFBYiCeovq/gO3br971EKFpN21rSwHQSG2ozNRQSJA0+32O91C1WtpEjYBcDaZqrPHDw7SNIs+CnNzcztNBtXutgMJ85BkuU0cCov3atuwKFjgy8kiokpENAoGiJUVREBa4bBBjcqihJBmtttNpU1ZjypBoo3giQBsEkMISuQsouY2GrTCQYHbfUdEaCxZQ9aACBCisYvDlMit9ywCKSCBhNanRcaqCChDmxWqRBaEowIAmvaMDAtROQIzWkLrrMtZRaIHTcghIiMZ4yDUDSkJaGQGigIKaEWZq2Z3bzuyJtakiQNLJsl6qxvLhw/deP2NWeKcS+bjfX/5/MFDxwCALLkkZfarx8/e+dB7L/3Gb15dXabNm9le2e8V6yeOJEXx1Ndfuvz25qk7jh8/c3b5jsdODvpJ4uJkD5s5T4dhd9Pv78Z6FmcTLefIrOWcm4o0ggAriwgiKYlyBJC2oLUF7keuQqlz4KgNU9W4xERmIARyzqQ5tLBzCdKMq6qajIf7w3251Stqe8eLsHlqM7oWHau2adgiXI0hYQ7ctpylbS/AoqnVZpCCEWVBFpDFW/UH6ZZ729ojIjKq2r7gQIHIGKSFkBsJUADVODNwHWjmBqHod4RUEWhppdetBstdBQJL1lmyBGUz3766cnC5mc+6KwNEAGsBAJhVvLZUILKL5B8lMIhogIEsKqiywiK/AlRBA5M2ZClZ6oMwjPeCxtjUKmKcJVRjFAh8aGdIaJFskqIlZEMY2uwVFQEWdAbaQJr2mEWm7f9I6whhzzEAWhFFImUGEJFAltpzGCGQdaKCCiAMreyQFnlwZKyaIKE9NERjiVyqBBoZwTgLITRRRViElFiNc9VsHCpviIo0S5NcrKK1STc7du6enfNv9s6c6w3WI8Y3nvn8Q+/5QJuYTs4hGVA59eSPwC/+lg3bb1k8ndjTh9dm86oaj+Yz/9yz1158YRP0K2nqllYHaweWeyud/qBYWV3q9U4u3X1fmiedPMsNGIlYl1rPdTaUctrsbYfpNI5v0nhPW4YgYovo4LZnDsqCjWLJVEZCJMGoRNY5ygwQMQsrhPFe2L483N8tZyUu8m8XJeosWkuEqGC6Rba2ur6xsbF+YHVt/eCxoydOnTmbdfKmKcvZdDIZVfOqqqvpdLw/Ho2Hk+l87Cs/mU5ubG0NR5PGM7eCKYVFkgnAn/5yvW3nGrWnHQEAZWwF3EiqKsoq7UmULJjC5QbQIGeu4w4cVOHlU0dxOurkCVcVoLr+QJvx6M1XrFFXZKOr9cqxA4oC2kZ6BwBVIgBqDdxIiNiC6wyYVgLlWvHTIlSqPZOGCFFNmrleL4aKywmoaPSt9xUJs0R8DazkI0XQopuTSUR9q9ttzTVIBtEA0OL/o6hK4KjRR+YAaIUjKipwyyxANMAioC04GxcCDCFAmxhCUlQlYFZQRiIEEgZuGlVFl0o0aEVZEME62xpXqYUSq6hQCM14tB8iJ47yLLHOiSFKssSlB06dsi6nxDYgdWgSZ31TZZ0eYtoe1ZXl2P0PrZ45Fa+8gGBvZEudKpw00/HW1aKTkU1YwDdhPq9npdnZjl6uGSJDevzE6kd/9L2z2a4wv/LSG8raH3TXDy6vH1heWTvSOfZgr9/tJs5x1OEWX37Fv/I1YGkNaiJACMLIEStvo9jICCrGqDGmvRwoUlTm8ZZ742m7W0tgBG0tCRaxSN2pkyfvu+++e++579zddx4/eXKwtNRbWk6LwrjEGEPGLEL+dIHXYN94X0srLI0x+jidzza3bzzztaef/urXXn311b39PRbxEUWBGd5Bqv2prdXbvZcKgcX2xqWKqGDIErbQZBLk1tEZJFCCLpJU03k5szH21lZstK7IDKLpD4AU6kq0CdNJf3UFPNvE2SRBIDRGVREWAcRCiEiqEYTAGAVEZQAQjtDmXhBB5Bb+qyzMQYUlisnSpOhHX2mMohEERAyZZNA1Vd2AiiglhHnhCEEEyZC0jFKDYATBqYoufJqBQ9u8MoAYm6CCgrlqVyWLDTG3unwmbAhqmzCSB4rWWK6VaBEuhaBIRgXEIhJhm7/aip5VoA1uRYNEiqiABklEI7GfzmaTCZIp0tQ5ZxLHIMYQInXWV9eOHr32yktpf3W80T11512xblQiaPtoMyCadXv3PPnEt3/lxdWeWcntvOE/vLn1nrcvmPVzCMgSQ6wVHIEQcGRmFsL44Y8/EVVGo7rbLw4dO/KHn3nO19cB0RJYS4Ygy5Pl1eLA4aVTpw99+CM/Otu85i6/pcoxanuAaAJVEavoglIOrKjWZSbNlRAAmRuOQdj3/OwMhWULZZodOXz4gXvve+TRR9/7vvcdP3Oqv7yUJGnbsms9g9+JW4PFuxCRgECFgbToDXDhskBVOaBw+uwdjz36+F/76/Odne3nnn/m6aefeuH5Fy9duTaZVe2RuA2G/tNZqLfdPWIEp4qLeUjrF0ESFZa4oJaggEA9m+fCRrQJsb58jYd7q+sD8D74GkQgBjIqOSKRsVZjcLbdmA6NQWYFIOskeASSxa1Pte3T3GrTt0FRiKpIoKwIUVUia/RqgBJHaZ7kAygnkYNCVA5g3MqSubGpMTKhFs4UhWuvVQBEBtESkAFBUUZjog/sgwhrRDDI0YSyWzX9eTUY18m0gVHpSx9LbSwZZC6Szmo/y4EHHe52Jml60yXBJkgL96UjZWBBUtfJTZqxryUE5SiBMElABReTGTVkWKKC+qaZjIZNCM4mSZKTddYkFsWa3CAmWfHQn/uxwYsvzuvx0fseKjopR6+iqoLoABgQUPDuJz/40q/+Yl35xvnHjh66WXa/8dQX9vJv7w0rZ9dFrWgUUR8CB27lzGXTXLm4c/+D5770uWcffs/d64eWrlzYFRERahoWjbaUm9vzt17be/kb1+66+87t/fHg5vba+poCMSM32ATTMNViEByiNwbIWiKLCBIk+FjWdd3Uy8InVtf/w59+8OijT777yScPHTuRFEXb0l2855QBzTsW2e/aje80Q5isI5fdGuS0aOhWH2VS59KiWF5du+POu3/6p39ua/P6iy8896UvffErX3vmwqUrVV2Loggo/Kl7q972JMaIqgIvHj8LhbpZ3NmVCaFlZJAAgqKwBRLlMB41MhHjMAT1Hkmxm8VpRcDkUi7ZGFpkUBKDpXZcjsYotxFkoFFUBZgBANo5qooIA7eTdkUVUlkEpTFLU6u1Ji2Mr0VCBJLIxkh/4C5fAd/UgNRJIM1TQFyoU4na6YsyAEIznXBkVOSgzMR4YjTZuLoZr0zmU5SJSHCJy/sNgA+KiKw1NJ42A1TjXiKH8uR478ThJekMbhRFbYyCADhCRY0RnaMEVKzGIC33VFVFlQARCUgUpDVpNtV8NhFRS2gQjE0MOUOQWEdkrHWrR44XS8uTve2T9zy8feOic4kKA0doW19EyuHY3fcsHVzfun61TBtAPbbU750+Wz3wxH//3/2PWzeeF4TllWNOToq0dxcE1fm8Pnf30dUDvY98/LFrV7f7K9341rYqCQpHbwhiJOWYZt2qkcuXt0i1qitRidFHj2FuG8Eymkata7uyRDbJwS6oFA1LdL3usXPL9z/ePXf/vSfOmn5XFN5+801rXZIk1tmsKKxz1rokTa1zZMx378WFsBoAjMO2fXBrkA0A37GqqqgSkhrV3LmTZ+44fuLURz/28WtXr33pK3/4O7/zyeee/9Z0No+Ct5RPf1qq9XZ7vBARjbRscxVEImp7e0KIoCAsLBFAsk5hQtCmJlRL2JK/CBUtok1BFYyV2rd2mVA32AaiKgNYFAWyiAaE0SAqqzIQCEdwrVVK1AdQVAXhiAIqHpUUlCxGURWvXg0qJYlJc44NxtAKFYqi4+xwPquXM+Lcto5HJIem1SgvDk+xLoVVPAhriN1Jee7iXnJh7Md2qe5tmMytHOj2BsUjH7jjpW/ceOnrl46e6hw9tba7OT19z8bXP/vqZFy/Xk/e3t5a2y0fOHjH8bWy27lsXQAWBFJVQ0JElDhlUfEaVa2iMQhIGNAYFa+qIdR1OfEhApCzKZIFESI0NjGEIEJEglIUHeEVFe4OlskYQBAJRiwgIaAiFEsrxx66//KNK7WPxqaqoLPRseMnDx+7V/CoaPVz/5uPM2cvPPfGqTsObW3upmle5EWSJcYY70vvY6efKiFHFmGRAOpYQ5IUNsmin2/dGJ7sDVrFYNOEcmo5WA9SiWNF21aNISaYhHq076942LUb4a5HG2NfG07l2a/CN7/KGkUksscFZcomxibWDvory8ury0srGxtHD6wdXNk4kOW5TRIyi3nYO5X5xxfe+m/0nXhOESQwznZ63XN33Xnq9Kmf+PGffvorX/71T/zaV7/2zO5w0h7X/5ScgL8HVoMiogGIANaQgN7qfbK0F0VEp0gxREQSADTGmESlwgASvU0sIqEjzBzvNaqIgGHeZJmDKHEyBWPQJTbPFtIGQpAFzcRYq6IcAiCDQ2BFbJ0jiuSEFRFULYmwr6WpQBjJ2LzLdSWsrBp8hUne67nRuF7v4XqXAUg4AhKCUts4bq3nrOw1NBj8iSt7G2/s+ptJZ5auU24PHu+fu+/oPY8e3bpWgqHTdx985aWtd33w7MFDyzvXZoePD8gYEX39hSvV9Mjetb0v7+ycG+X3HHxwMDhfdHbVqCW0DkEJVdAabKNAQVkEFMkkxqhhQGZmCL5WVUI01hjTMpgEQA0aRCLjMDKZpNtbApE06/i6zHkJSWEB/lq8Xk6867Evfub3LRhFF6OHUBmElbX+9eulc4lS/tj77n3yY48BMCL2et1XXn7duWRrc7uu5Nw9J4tuuntjdvXqdpK4rc39COqcG6wsjWfjUFVbmzfP3rHKaJm1rkUFBTmyYSUGRcd16t+YyfOXtia7+2X3kFs7hehwvKcgkaMPDbeBsUQiIXI01hlj0yTPs2xS1td3thDBJTZN0tXB6oH1QwfWD62tHlg7sNFfWkk7GQF85zz8nZfsOxKxW+9YQgADKoCMBKm160nyoz/6E08++cGvfvUrv/wrv/TFL39lPC31Vnbtn+y6bX9pK2mDRQgPChK1fTLWCK1jEQSUjSWKrOREW8Fdqo4RQICsTcgA5rmKKjAKAEcRUw/34nwKZGyn67o9U+SYJMY6wJa4AcoSfcNl3WLzlUVBwRg0C4m4goAA2ARjEG24YTDkOn2bFSE2Er0SWLKD5eLyxflqV4okUQACat/PYCBIkDpyFFEI3k0md752zV4MsAWDtQMHMubH/sydV9++uXa0/+YrN/f2yr3tyXzm5+X0S595M8np+MkVrx4dHDm+snKgu7SSP/OF11/5Zv/Vye5oe/oeeaCav760tpk6JR+dKrmWcUCqyhzREFnXziEBFVBjqIVRgYxBAkbMEC1AO7g1sBDgEYAmNkdDzrmmnERfmyRVFSSLygKAiKtn7jL9TgF15ADsY5xCDMurfcAtZn3may+fvvPo8RNd5xKOUtflfD7f2RodPLKadzrG4PJq76/+zZ/wNVdV9aUvfNMYe/r0MSD+pX/yaS/h+o2he8/ZyiizcIxIyoKRIO00WRpnEl8lGFmqka2kS0nf+SqWk8hBWAM3PpTYKkxBjTFkCcUQaWRhBqpD1ul1im6n2+t0i06vqwa397Z39rfoLQAwS73B4aMnDx0+OlhdXsQRvLNdAb7rpQrQvlWRwCwUKUTskmR1ZfWjH/vhh9718Be++Ll/8o//yYvfeiW2arc/0Uq93UkMEKhhqQBYQVEIUQRAFUFpcVQQFVFlNtZhlpOq5pkGr9i4TgedIUSUIOKTbt9PdkFFQI1LCK2xJpZlHO9zXdle3xUdyHJMHBoA0Nj4erQvfOtnrgCKSASGFLjt/CCBcQ61o4ri51zPEQw5R8YQO2YQ5k6XAtvxpFnqgYpKCACIZGOIHFiCRGbhbG9458s30hvdw+VydvbI8t2Pndi8PF5a7ZjEfu533tzZHM6mM2jNO6LXr+wB6tWLu6hkUzx2Yu19H71rNvFH7zh89OShpz//2vWt4Zd3hk+s3Vdv8vrGpjBnmqSUkHXqVEJUILyV54kIhMjCwXvFlsqIAA7AKAKCM+SQSJFuPfAJENl7QyQcm3KW95ZBBVRUBQBVtH/wxKED69nwSh0rjBKrUZhNDxxYdc42MV6+sPnPfusrP/vzH15ZXVHlel6trKxw3GsaBpBye7p9fbS8vHTk6JHxePSX/7c/XhRZUzfXr13POtm85N2dKWTL0eV1OfM+BBLtAmCYVbBT416hM6d1AFeb5V53XlbVcL9pmqqaV/MqchBUaxIyBBAOHTzS6Rzor62dOnbq7Nm7zpy9Y+3gRt7pJElqnTVmEQuiqiLMzC+/8sIffP5T1Vc+3c0Hxw+feuihd588e0en11+ch9uNot/1pm2P3+3+IQMuRVUNIUM8uHHwp3/yZ9/98KO/+uu/+mu/9hvXt3aY/yTr9La7R6qgqKSiBCTYzvRFObatNhFus34oTdK8a9ZWw+5uM596VQG1J07ZQ4fkxhW5ch6airIcyCBBmmfpoA/AGr0rulxW9WQv7u9BZGUlTSnNUEGaRpoIqkCEaEUiR1FlBUHjyHgiwvaa4hxhIcLc1FpOk8FSlnW52UVFicFZ55y9vgt5F8UHtEZBGVFFOURRDAEnkzPfvkpXi7Uxm4fefej03UeC1yN3Lj31+bcuXdip6wpY0CCSCbGx5ABBRbxnQKgbOf/m9vb10drh/tk7Dw53Kh956cBgOjFP7+8/vvTA7k6zvLxJzkDl805KZAAFoyAKcIJoAAICgqIKxxhAEGwU9YCZRgYrCqQAaBwCyYKIi/PRLqDBzJXT8WD9CEjbGkUwBIrd/tLpg8t74yveRxKF2Ew2r62uHbIEAVABX3vp4i9OPnXfQ6cffOTuIrcAnGVuMtpHNP1B7+ydR6Pn0WikACw8mc7yLHFpLurSvFN7Hc5AB8vjrUuV+iaXcUl7De1muuV41qgGckmSmM7169vz0s/nTVMFiGIJ1EJUdDhzCa2sDQ4Ojv/C3/g/3XHP3WsH123q/kUXzj+2VlfWh8O90f5NxK3zV9782nN/dGzjxAP3P3L/g48cPHo0ybJbfd/2DPud7tKt4zCBAiRAERwmhHj2zNn/5P/4n7z38ff843/8j//oqa+XVfMnVai3T81u1QNySySIrUlEW6UeqkILcACAUE7j1EPTIHuOPK/L7OZ2Hhu9fkGbWojJGbSEhkyemcKJR64bruaYJNnygWa4H8qJqjroAyglORIa47ipARDMosGsQqjMoYo1CkRCa5MkyTvoDKWsKuo915UrOknTjWUdOCZZkXXT8zvmuAKzAkYmkihtdrwoxnju9c3sRu/IzGQf/LF7Q6N13bz+8tZLz14uy5kokDFkUJEUgdAIiDEOjRX2CmCcVYSkQ3fddSiKPPTEiSc/fg7VbF3Zfeu5a2+9deUBeO/N3c8a22hiADDvZkaBY6NAqG3UAwJiFFFluPVTBkQRNsa0IXFiHBqrCEgGEQjJz+eznRsbDz5SN2NYJN+1yjoEAJPl/SMnd998vvTzDFOFOLx26cD77yOjSKiIMcY3X7t88eL2xfM7H/rY/b1+MZ/PQSHvpNvb+6srPQSpN8uV9TXEhlmnk+lTT71U1pEFOIbLl3cPd1a/9fbTW/syKWmMsJWEzSBNDY1QHThNG7h5o2k48DvlAszguVWxoTFYJL0f+ZGffs/7Hnd5job+VRvx1iKine3N4Js0TRU0+OaV89967dIrn//Sp+676+HHH/vA2XvvTvP8jxlVv3NxfceDY8gRGkYCRFrq0ZM/9IEzp87+0//x//dP/6df3d0f3na9fC/r9j0xC7Vzy8wBQiRRVm1zZm8pfFkIVeraSkzyNO0V1jeTXayGw1RLVAYU45wIAxkgYBE1xhQOyMSylNksXT8ASM1wm+djULTYQ2ONS03uuSmFI5EAGmscY4gRkaxqBIUYatBIqGQSk+WIxDgNTW3SzBYdF7yAJ+p0u2ZX50Id1RijRlRgUrLMXFfLV2+uXMX02oxXjlJvUJQz/8XPvrW5tRvVg4NBzzz+5BmXhOk0XHh7dzYJBw8e2rwxabwaa7I8XV0pTp5ZO33vwYc/eK6cyaVL+1t1Y9CvnVyRCPXJlRtfeWO1eWh370uHNjKnEARcahGFo0AbvLIAGbIqgJKyIiOqRSACR0SqIsBkiQGAVBUBiUM9Ov/6xoPvqqajlmENC/+WAqAxdnDwhAIGjgm5EMu4fXWwPOgv55NrQ0Fk1hA9BvzWS2/v7O39zF/4YJq5nZ3x4eNHynljyPpQA7rJrHz9tSvPf+PN4e5wf59RAYCjry7+0af3Nr+2vVnNPVZWrpNcm8o86jxqLQKAnbpJEbyCV0UAh20qMmSEjQIjrq8e+Lm/+Asf+OhHDJlb++xf8yIFAFWYTscisQVmtLM4Y+j6zWs3h7vfePHpu+944KN/5sfO3nuPW9DPblXpH/Oy3nIg2gQxSB3yPD92/MTf+t//x6dOnfov/5v/9tr17X/32ofbvpeCAkaOIq0WhwEsACuKaBRmUQFVAwbmlYoHiAAGFaWs4nAvFqgdAmNA09iUSkzWgHPsYywb2ykoTynPfDmXEG23UL/czIbsS5gDOmOyghJnsiI2c24CGgbwQNa0rDCTqARGr6yhnBmXQVpQkpAUGoMEdnnu0tSXQTkUGcygaqBQ5hoCCoo69XMfdB7e/cpOeSNdqYO/cW3/S3/4wuqJwqwOT58AlxoOdPT42s/81PuryTzrda68dTnr5vW8euv1G6P99OCJtaN3Hlg61A9BLr+5/7kvXVheTvjm7Ftfe9sYY60pOr3xqByBvic9HqanR8UFg8ShkTxN0gSRWyNNm58CKgosILrI8ojCKjaoKEskMmRTDl5ZiVA4hLqcXn0zTkcqEn2T5Ka1yy80OsZ0Nw6jc42IlcBRkmYam3LtQPfatd08SWsfIrQtc75xZf+Tv/bFh99zZn19RTkur/aVuZzXFy9defHFa/u79WQ4Dj4meZLYtJvKIXtD3nj+zb0ZFzACuRrleq1NhEa1HUImCAgwb7t7AIXFhewdoVVeLS3lP/IjP/axH/uxLC+YmVom+Tuv0395xVbl/MaVa5Ti2golqVNkjrGlpAdqqnq6/9zoW6++8O4H3/PhD3/8zF132ZYxsKCSAnynXtvHmSiKcYZjdIZWVpZ+6id/sr/U/0f/1//qzbcu/juWE96uCxwUQGSRSqZIBgBBF/EgAAwCouowJpag9CKeVSnLALhYWUqg5nKGhJTkIClzDcCgiSjwtFLmZKmHhCqqsYE0sd2BigQ/lVBJVZBL0Bpb5CoxcikhwkLpzsYikhNBMg6AufFRKlTFoos2oaQr4oH6Nusk3rNo5iwYCBwDaA1NtzPgslYDqCcuXtUdt1pGpdRl6+KXrt+oph5xuK0qzrn0xvXt1e7KiWPrgnrl/IVDR4/0B4OVA8lg2Uxmzec+9WqSuCOn+wfXevMLuzOVB991+N3vvmO4V77x8rVvPX0dVIyhF60+Xjyws32+m0nmQEGNs4IooVHA1svGMTK3ohhUZeYQJRIbHxuLJiG3eBkBqAoCSgjTC28Ov/7V7mOPq0TmaI20NN12H3bXDrmkYN8IgWc20/3Z7s6JkwevXx3ece74ZD6/cnH/9LnjCHD1ys7W1u6nfvvm2trykx96YDaPFy9szmez4bCZzRtSqptSBQvqHD2UFqPzeOGbV/eqUnVW6YUgN71axKhtHAlYAAtaKwJA12JmEBGSxLDI3EsTlZEef/TxJ//MR8g67z2R8Z4VOE1SlydgDOJ3Tr8qEkLgGJhZWW9cu7azedMkJpSSZnlWpDZ1LdAbSa1NDEbf1F94+jPfevX5x971xPs/+MMn7zhrrF30kxZS7Tbd+NZPCpUQWYM1rtcbfOwjPzzoL/2X//V//ew3XvhuMtO/7XXbOl4VZY0sGhANtXfvyK1TiIVVBURyjTZGjQGAYzmBpqI0LdaWUq7jznVR5SCQpRqtsIooGaTMaaiBu6YobJ6x95QJ5c5yIRIksjReI6MlstYkqUQffaPsUUBAQY2xQoZIrZIBYY5NqGeAYNIckwQjqYrJc9d4QEwSzi2itQEw1Y4V59I0kt4Ynbhc6SQtwOnyqdg7Mdu6Optv9YkLDdEY6vS6k1n3a1+4aD9cbu1ubmwcqauy6HSsMcvL/YNH0rWBTdM8eLn2+s3NK+NHHztWTZs8T9bv720c7RfFpfNv7ExH4xviNl3WaU7NyivJchGDyMJ7ZUEZURZEYhERQAUNymkUiRESEvalJ4TFTRpRJQIY9rUvJ37rWmISiSzBCzmysHBcKnRXD1CW1/NJYjWKSj2dbl07d+fZL/3BS2sHV+3QzUf+jjsPhxDWD/QuXbq+sz22ll947o2Ll/ZXl/IoDAoWow8oEhOb3n/fgay8MD7/3M29shLdQ3l9LjOBwrYfuWUEoAGoVQEgRQDRMQMA9EmjgBdQMo899OATH/yIoplMZ67N6EDyTZM4ByMu63J37+bm5o3r167t7u1MpqO6abz3wjLe379+/VpVBhdhAlPBsbGUJXnRK5LcISli6YyzNkUDta92/3DrmRe+8uRjH/nox3987eBBaqOuFJTa7B9RAJWoUYQFkWIIxpgiz9/7+BP/6B/+X/7hP/o/f/mpr8X47yhm9Xa1RyjMzBphEamw8NAjGlrI4hWEOyguz2E+RkBg5qbR6Ite1qJxEYGSJNTTZm+b5yVZAgPkjKDFxFrT5XkZJkPlBjNHWWpjJ1YVsJemMUkHjFKWEHdJKfp5S8dSDgqoxG3SBLkUEMRXoZwgGpsXaq2oOJe5oq8cYTIrCJM0NyZJkJhBOJTl0oUdrlfPxRCLA5P02HDvRtEP95442z16YmXj+PL68aUkzy58e+vy228x4P7u7skTZ1TVpfnpuzYm+6NDJ4888N6V/c3hhVeub1+fDAYJIBhrrTFl6S+8ufvw+05MRk1ZN0H4rXnziD23s/t2r5caYzmCdQTKGlouNbPyLXQBIJICKqhIYHYcxeQ9Q06QlVpjh8amYtawv2fI3prgAwC0wXOgkA2WKevO62smhdQa8HMc7/bPPXjurqOGsNvNH3z0riS1eZE3PiyvLd3cmt93/+mr1/d81Ry5/7AA9jqpj3z+/A5otr6eGdkavviVrZ1RBToifd3LXDQlJNRZVAUwCI6gYUWAwmDRVqYCIdRRGoao4Cy6Tnc0mWxtb/rgp9Ml55IQmrcvvHnp4ttXLl+8ub8zm00BDWsgNApRBUQ0+FDNy3I+TTsZAPoYRFRrKKWajKdpbjv9wmUJO8DgrU2M8U3j5035m5/95ee/9fUf/fiff/SJJzu93iK8gAyAQWVCUWhUgQVYFb231mRpcv999//Df/AP/t7f//t/9KWno/wxJqmzLsTwPdbk/3zd9r0UhaNwUEUAUjAgAcGARkAAYdWIKrap1RCgKEsLu+BypmVOgyUVUA7ga8qN1nObpxrZoDFJAtYgApKlJAOkOC8pSSlNDEcFldBoU2uWoHVowdjIxpJJWIPGwJ7VCBlSa9pOgLUpK/r5qJrtZwZt2gFjkMgUmcxK3zR9a1e6OQqKSpRGGOv62FAzLgZHV8K5D6+bDI8t3weU9I/21eLlZ7Y+/RsvBYRzd6yfvmv18JFsaak3m06SNNvcuv77v//Ju+544ORdp40168fXVo+snLzv6P6N/esX9xsfhjN/9GT/4JHlg8dW7rr/cGDdvrE3YReLvNrvz6oqTfNyPi+6mYoYMlFBAYWDiiqqMEmrOJLoqGPQRG5s3pEWw4QooCrMPoYQZDbC0KgKobmV+Li4ArqkSPvr5exVajhbMqDx+kvP+6WNH/2xd2WdFUHXNNI0YTarq3GlPTh8qMyLvJPZ5eWsLpv+Sr+JMUvTo0fW6mq4s/n2bOdKdeVaQN0TfauRStQCgMI8aGtYcgieFRFWi6SwEHysg7aCgmlQFgUAz/Ebz7+41F9qmurC5fM3d3auX7u8vXVtONk11qZpniQZGVAgEBZV5sBRJXKMsa6qELj1LSIot0ZXhbppynkzHs/zIusNiqworI2A4hwLOw78xuXXr//if/v8C8/8+I//xTN330VtvwpUwaDLDFCMFUAbs2IQRFSNNXeeu+u/+Lv/RdR/8OUvfZUXedaAiM4mf4qqVBWEVVgEjCEEEFUUCAuwCKGokp+Tb0y3qzsk3KAoiBAqT0fsHNokzmccPVIi5ZwKEi9kEQ0a44CMagRLYCx7L96Tc+gMBYcsIiBlTV0iohbTJ9T2rlCRhSsjFjlFUjJGjZBzLu36alINt9PecpL3vGrkWFaz2WS2YrJBjmRIo5emAVre2Y/ZHYc+/ufvpV4xU1aHdq24+fbwS//Dy17KY2fWT5wYbF4vv/XslaYa/cxfufvI8eO+rLN+9/d+6xOf+tRvPfD335P3C0AFQLK0cXR1/dDysTsPX3n18te/8vYbn94+fKy3tJ8ePtETOTze93U53YqwQidv7n611+vqfA7KnW6hQiC1sgIYFNF464ePSmBQUDlA5KTIWjhQFFYVBFKOygrR62gkBxrRAtmTMQAGAFTFpmmxss4RS2Zhn2d9Gl+6/Gv//fOV+mI1XV/rrq+vbRw4fOLUww8dyYtTxj1ssqIum5vbw/Foujec7A3Hk/H88JHON5/91t7Vi9l0s9+j81O+GKVWAEAGjbdaLArQCCDCICEjPKu1jBpFESHcenq0azKZfO3Zr7361mu7N3fYV8ZpklgFEo2iVVnO2scNAQmDaKslhhhZoiZJpgplXbXd3ZZEsIBYBWjqajatu715t991qQmeakuJs0lMYvBPfeMLb19446d+9Off/9GPpXnWcvcACJIsQZLZlBlYURmdkoJaY+6+8+6//3f+zn8e/t7TX/3mIhZZtaznt12K/4p1u90jjq10gYzFhSIGEQxoaKUOAOpiZUBtp2CXcqhUWSSQRfUhTIZuaQDKYAPXJTeNK7riG9fpKCAaS0SKjkyb9aCxrihLySSaAIMiM4oCR0hzcomWlYIAEhmniJGFxRMHl+QqAopoDWWFU6nKyXR/j7J5knWYua6qpgm9xAE6CRGYrUu9DCYh26+W/9knnjr6gG22uqFOk647cWblvoePnX99K+7D9t7oxvXx7t4EDTz/7PVOtx9E3rpwFbqDE8d/5lO/8darL02On147cmzl2OmN3qCbZmlnqbNxas1/8Sv33P/Q5z71xva1/fe+7/S9Dx989eX9zavlduWP5Md29mTj2LhYyqrKF5oJYWQO3LSQRAVAAUIFDiqChMqKwq7Tb7clEGhUVJUQFuSW2VQBVBmUFuAoBVAhNN31w6JQV+o92X4nsxibSajK4ebm/A3c8fQaoCbGFc7YtNPrL2+sZ8srg42DvdW1M0eP3nfn6QtXhy+8/OKLLz73rgP5oPEXZvyWl5nCwir1x1c78pj49rWDCyXP/+xWpwA3tm7u7Ow6B84SIJUchNUQtlp6QtRbSBRCBcUYOYqygA81AISousDGweL3oxIACoSgsann06bopJ1+x2XEkWOMIWGWeC1e/P/+2v/w6qvf/vM/9x8cPn6sjW9EQHJJ3u/pdBbLmqOSDS5JFdhac8/d9/3n/+nf+Tt/9+++8OLLLP8Wm0m3m7kWA3OQdgyAKaAqKYgICEMABVLKmpLANDeuop9q9BobUKE2AioGrWtChcSG/YpZbOLq6cxmAyQkuyCnqKhEVkQJrFEhRUodIIj3oNgigckSWqNtWikbgAhKCioaOXo2DlWNWOOMTfNUYjmbhnISvVeThOhFIE80s2SIAJ1EbupkGtOJp8rNnnv9xaXw7tQfmF0ZHz++8u0Xt5v9yx94XxfuWrm4c+w3P/l6Xc+e++re268+Ny9LZts/tROw2Lqum9euP/2Fi/e/69g9d+0aZy5d2z92ut/JJS963X7SH+Sjcc0KN64Oq6oW1omCTfsy7oaSIjJ6CDHesnigKLAKM4JVQFAkReTgNXLwtev2VaJobPODVYGjB1VnrM72UVFEQb3h8I7fCIGK5TUF8pGrhn1ssqxYyotmUCJoqKFXsQIYYmIfq3kz2h9evBwEkDAiSZqNDp+qlw/u7m8eW7KH3exS5Lc9zBeiln9xS0UBbjVb/lU9F0RAhMjALNgItuF6Le/5ltKjhf0TorO2DqqqLKAtxvWd8lcABBZFhHcKSFV91Kqu5mXT7Wd54WySpBFEQNQATp9+4Q+3d2/87E//lQcfe9Q6u2gGmCTvdhCxmldNENUqzXNABrUPPfDQf/q3//bf/s/+s/MXrtxeKf0vWbf7Lo0SfCOqSPYW+pTbAXQr3gXhrh9nBLr1EoRGFYEcitEWPRIixIikaCw3U5c7IjLGIIIwKzRoDRCqsEpQZjAWAMAQqGBiCUlCBAWNbdA1gBICKwqQsQaZgxAECUYJJHJsLEebFjbvuBgghBA8LCR13OlYWuCSRIHqMq3BlXWZHtLY6OSmLXe3ASUZ79xLb8HBpLy+k6k39g5FRsW6apoQiYhI2LusG6cTAQCD2aULoztOH05dMd8b/e7X3uwO8P1PnpnP/GRc9Zdst5d+9fNXR8OpogZrS/YxJOVskruBMy420TkkMEBWBDiCChoEZBUFEI3NXFlFxfZXABCRFJgAVZibYChJrIv7+ypRhEGjcCSyqsrCRFAsLxOiMlYl+9ioZGQwS6jbZc5UOxojSgsyspgJhMVWBmYpDxz68o390dtvH1vpHgmTm3V4fRrngPX3nO7SSjmiLARCrWxmQRIkxdYHDq0iGRS19kFvgQIXMMnvyP++owhstwgCahtCIhCjNHWZF3awrCIQOSpry6+5uHnhn/7K//uHt2586M/+SN7JWwGPsWnRMypcl7XEqGKsydAKAD7x3vf9H/7W3/xH/7f/5ubNve/tu/+Xrtus0uhrYWkJjACAYJAQFAgQwaiqjU0SG8RI0wAIXDccIhjrsgElfSBDxlJCaskgddcPIASTOuUonpEs2sQ4IyFyZGBBa9AgqGBr/0UhQ9COydGIiCqSy1ViW3iorEKgliWAMMQoURTJJVmW9631Uk5iDDF46yDtKKECRDQWIgsW0OkrGGugyDoRFI0rMnf4xDLadV+VZJZ6a2uzTQMRiUwMNYEVInQYa2M73oDzoQbS6Km3XBzcWMq7uTWwNOiuLK/tbjdlI2YednfmW9tTZQ2+yg5A5QEhj3FMaGLwZSVLSSZSicSoTduVa894wKISlShGb9Ne0u1KK59WRTCK2sxmg27HOcejvVbByKyA0EYtiwgqZr0VQmSFukbfNDEAITmyjkJROAvkQwitvD8IWSOoEohVyuLga7RSXd4+20t2N7dfES4JgqNJHb/3sYTesn9qW7HvMBdatNsC2rBgjP5zRhV9R0f/P5Mc3PrXNoYWAIAVpIEYY/Cz7pLv9jIUIHLGJGmK03L6mS9+an9v78/95E8vra0gIgAimaLXcwQxeAEkUGcNKGRZ8ZM/9rPbm1v/z//X/2c+r/9tKJNud17qI0gklxBZABRgAgJpPQoMKvl8P9HoDKBGQGNQEYHrqhyNkzzPlw6Ybh9MLrGJVUgSK1E0irJwHTRWopou9TVqCNEaQ8ZC64tWVAmIiMaoQUAjvuIQABGUWvm9qjEug+hZwkJbTRhCJQrKbKxVskAYy5pjIMQ875BxEJXBixJrEsEKK0jS63V2Y6OSMNKnv7i1vnEgUR7kEWH50KGlRx492dTN7s1RWfG09KJMWrDMWj0WmaSu4jNPX3z/n7mzyJN77z3e62dpQVVNKqYuK4koKg03lDjTG1fXU4i2rhpVJGtFVFBUMQYffRSGNrhYEUBQhBGcCiRpYbMClEAUlFUFVHg+7xcpRObpmABZVDi+o+MlJBEpBktkDEhsGpg3cVlinrrEFJnxCRGgscYwqDBjIolxZIwIDX3z9tLZzTc3T/XceHeXDe6JJmkaAYMsuluGkOV72qnvFNWtEsVFDS5Ort8pwu/W5H43uvNf+Nfrd7FZFn8sQ1lKjDV7lSUCnCNSYrMkSXxovvnyM+Pp+Md/4meOnDpOZAAAbZL0lqCacRBQUqAkMRRlebDy8z/3H776+hu/9+nf/7chdrjdHm+orDNkHBKBcDsuV2DQNuI+ZNWeclRjAa0KqygRUO7SbopKqKVGEIlxMh3d3Dm0ciI2qmhVQJvAwasIGrS9Ip11ITJZs0gQjwHJLYK5WQSEJYowCyiGdhOSMdI6B51pN3dsGlUN9Vy4cWkHXZpmXRHlGqKIIQIloIgM1mYxQhRh4Om+P3ZqbdJHLm1d1a98u6RXNxHRJfTAEJfW9NwDhx5/dHD5N39nunH/735pNpu/RjQNUZEAIApbNPDmm5uNr9/9+B2ZcZ79eB++/rWLdT1+7MN3lHUo6wCC5EA4ACQxRvYBVFQ1ikdRjlz7xjdRBECQI5LVRZy5NMZi3usvIp81iigRSeRqtFeoIqgFheA1cRwjixIxKgqzqrosJ2sRfROhqjnEJs+SNEmIBiAKGtq9waRkjUFLINOmPh/Xr0/jcpzu7u+tHF1PyM+v7knjh36x9w2ZXpGNZt+HVqf+c7/8F52m//jL9F9/3v7u34CgCggK3sN41PggLGyMm9mxMWjIGOPOX3vzl371Fz/+Z3/ivoceQNPyLsimOWitrMIMCMYao3jk6Mlf+Ot/41svv3z58vXvu3zwdk+8k6ldWSI0iMBRVcUYQ2RURFmx8bYcxRDAGUIjzAgEhEiAxtg0Na1SaV6qMCUWrBFmSgjRIJGEEEPUiG550D91EmJUbpCovTfCAoOkYIz4EBt/614CzBGUCFWRlJBDZEBAwjQlUq4ajiIyJ99QVti0Qz4At/QWRJMhiYhGZgIrnptx2km6y8fHzV6h6oEroALQRZbOSrF/c37kZC+Zj+bPfoE+fOD06e7ywfWzd7/v85/+2vlhBE1UWTUacts3dp7+wujwkfXRaL63H+bTcOjI4MyZ9T/8gwuTSYlKaBsEskpePd66XXEUiRzYV81cYlBuc7MADBAiiiWEPMnzQR+NERBQanMu2Ac/meQcbZq61GrjodNT1baRou0SATRgc8R5YKpLrRtf5CHNioRTBFTxoqyUgBKiiO3uVMWF/cs38uWwdWU4Hp689+zS8fVvv/jqCtEWq9x6zRV5Vnn/fdue/ybr37QyFKDtSykgR5hPg8QZRBRhbCFeiqp6Y+f6r3/il+py/vDjj1nrAIDIGudEvQKooiGTZRYbfc+jP/Qf/Pxf+q/+7/+db8L3t0xvs0pnOzf6WWqTXCIyB0RUIBBhjpED1TMTag5CRG22JWEbyAWgwI0XQEDEHNjXCgEQhMVmKRqDLiFjJITY1DIUwGXXLYzNIUaNUUJYZAsogyI3NQfPKoDEUUARCFsgsI/ea9PGEgAgYYIZim+48iKBvJLDJEuJkiRJFhArEVFNLDugFIuqliuvj08+sDS8PPF7lz/w0XvrCt98Y7+cJ/1+Vg3rtY1+GF0U1iD47icO+Zg+8vi719YP/fo//fxkr1hbz5aWkyPHN1ZWOr4ZHj59dH9zv7O8/sXf+/q03P7CH37+xrUBqoqEdKmR0uYGJlxaawCROTKrIgYJVT3z7VRRUABIwCBYYxNri7zf7R8g45BbrDeCYvRVmJU2KVyWAYKWM11eBQBhJlqgVUQVyKpNo6Ao1h5L33R8k6Ud6xIiEEl99IhgyFbU/8boyNUr16vt2b67ULHe88Sjg4PLr3/r5dm1PTJU03f25Lwsf7ACgqVVchGoQlmyyCTEaCkFMJFFVLMkiTH+1u/+RgjhPe/7IeMcqBqbqjCwiKqwGOesk043//M/+5c+/4dffOaZ57+/r9PbrNLdt98wWU5Jhlm+4Jwgiogyc4xJNQzlVJlbQVobyC0xtJFmikKAqkCAcd6ItNA/IWcA0KROs67wTFTEB649JYnGNpzbUKrCEThoVI0ggUVERUUbQqdtuopKEI7c+KbmKCIMoESGiEySqdSxCmEySRJb9Pv5Us8kHQERXxE5Vc5THjAi8tpy99jahqP9Uw8ml184l6aHf+iDJz/643Ll0vbVC69GbPb3bK51+kMfDYM8y3Xv2nS8N1ldX/6RH31Xt7uytDrwTXnwxFEFnY1n3vswL0/cs/7mK/jJ3/nS17/+zN1n/mo/PU0dzFZD/RqRlIBVlqctGTzNcxGZlePQBFmoRRCMGgPOpGmaFPmgSPKsM1AikcixDW7hUFWxaoqNgXFWVbmav0MzRzEtHISZFcFlRcta9AGb4H2om2ae5z1rXJSmHYY3UDwzPvKVl166U7eGtffq7v/I+wbHDr3y/IsXX7loRccq/rtuoT9YJfrOEgUCIAPey2h/rroVQvS+AYXYzTPOY4y//XufQKTHfuhxYywiWpd7LqEV9DATIqGcPnn6F/7aX339jbdGw8n38Qdxm1V689UXs8FS1hskxqElgAQAVCEEz6HS+dBXdWJac0wL8oBFLrFEJKuoaDNDhuums9RXEQREa1AQrKHMJpqxBECDoFw3EYHIkEFAADJIggiqAYSFWYTb54RwQ8agIdAArWJOPAcOPiookqZpYdFoYoHDrKw981ribNphQCOsaISDc7OOlnneffRDp9JOsj3Cbr8+9oB59tndl1/cevSHDrzvQw+958mHN69df+nZF4YWV86ePXTs1KCf9ftL1loJcuaeO1cOrapCU/qkSMpZmXXzRNLVw2vD/T11vH3z+vLgVK93BFRWTtXT/aaoC3UN4MwmS6DCEmPUytN0Ng9NBAFkbL9L6zBJ0yzv5nkntdZ2O0rgfU2KCKQKoZqHps6KNbAIBjXUKotnWatwiJEjs4omeS6CCuADNhU0WVNDldjUuAxsBr7xDOfD0S+/cuGAXCu9jJ2970PvXT595LUXX3nzhdcxqlfgH+w0M4DWqNa6FRQQIXgd7c+5xeqwhNDvdjnNkhD9b3zyV1xiH3rkXdY6ALIu9fWc0LRJodZYgfjDH/v4b3/ydz/z2S98H3UOt1ml5eVreysvJ73uapLawaBFMwjH4GsJMQ73rK8g62KbySuswqrUNunaZHsyjIjRS7HcB41ogIyFlnaQpeQMcZAWC+u9CqgBNsYkCaEBY9GBQUioyEHqmUpkUSbjiIwqIFoEQWxTv9gQ+BglqIQycRYQ1BquQz1vxvvjDLIkdYnLkdpJ0u6yjR2M1y+PTt+12qG1l567cvL+cPqR4tJL9Pnf29zbrR95z5GDRw/+6F/6iVef+/bVq5ef+Mj7s07OkfNeLlFijNFzWVbjm2OXOkAITbN+7MBv/fIvffK3P3H1ws3UnDl97L2Rw4EzM4YZ726sJzyfvZ1QcMZx9CEGR2ZeV2VZxUYXUYII1mmepEXe7XSWcpcYJEpybOmHAAoGVZrZFDl2Ox0UBWSt5i0ZSJixjelYwHY1SSwoAGBkrEqsOrFI2ABmSe65AYRRyJ++XMn8rZWE34x07/sf2bj7zLXLF974xre4bCxCBLh1p/iBX6rKjNYAIMYos6lX3V2knIt0tJOD7k72fuXXf4ljeOTRR41xSORcGtkDJChAxhDJ6urqX/n5n//6M9/Y3Rt9vz7b7aoaSr/3+ivU67juYOCM7Vo0hjmGUAvE6GsENJYIDSCpemx9QQsIPhKAsRZBDaJ1BoRBBURaf40SAFhgAogcowRPZBRTXACpEERVGclQisXKIO1k0Qc/r5qqFhVVRm31Y0BkySgCp2ojAir6EAUUFdWo91rdHLtKjp85gcYpBxE2dlaY0arvT2feuaTXw5X01OtffXvtjp07n1jZvWzLqkozV3S7S+urj37oiY23jri8YJbx3qiug4RmMpx2+z1A6fSzWTkfjnbfeOXV5/8fL7zy4vmmPnj44BP9waC7wvnSbHd3GjaPu+iOZvXO5oUD/cRaRQIO0WXJZLxXV3XkhZzHWMhSKtI0S/PMJdZaVdXEAWKMjWkD5Fjme8PCJVmet64j8Z4UAYg1QLSiyiIcgwoTGkUUAQEIEcULImVpnqSpNBKVztfrb11/8ZFuvDSEUw/fe/DBu0fDvTeeebGe1RYhKngFAe0gTvRfKjn6QVltMykyEikhhCjlzCOOFMDHJsQadCVJ053R1q/8xi8T0rve/YhRQ0QQ4ZZimMha4PihD3zoySef+OTvfPr79fi6bX+plDv7W99+obt6MO/0bFYIQKhrjoGMBXSERgEUUVvcvDKoIrk2656SBI1RAJsl5BxwoCTFllMNCmhVQ/tFqOSyjKxB49pwbmxze5UUtRV0o00SY621aZGGummaJjZMaBERiQhQ0SmqMaixDR+NiCYKBIV5iaEOG8diYhoTvYJ1ThSvHtSDexMZj+qTdywfP1rduLx8/UV34/zO0uH6yOkjtkj6qwOJHHwU4b3NrXbCYcimXeeK5Mbu9csXzr/28svffunbO7tb60c2VtaO3fvY451enudp5HJne+fqWwFmx3WO6yYmYT+GG/0+pUkKIJ4biDKbT8SzBAIBsmAz6RRF0V/pdgZpnoFq8CVbC4QSIxIwMgGMt7eXl7vGGTIWyIpvWkIVx9AmJre2aeZoiR1pYIwCHLCFLZFJAFERas5e3/bH03o44/zokROPPlBV88svvLh7fb+dPJYKFsECosIc/m3KWP8dLlUVQSBAgdoLj2uOe/2VPoIgYq8/SJNsZ7Tzy5/4paLo3nn3nYhgbep95WwKC/MmLS+v/MU//7Nf/vLTe/vj78unut13qUJkild2t19+MR8suaJLRTc2JZJJbGKzvpvvGJsslAixBXq0vh/BW3ZHRRBuHS4CSKqkHCRGCayiCGCcsWnSJsSTtWhtq0SVKMIBRIUFUBGMCigasklSJMYmwTam9p4SxgCGCEHFAHMQZomGSFsdDwqDnTW2QUigTlAtGlJI0601bTrT8e5m79DRwXDke0s9HSNP8t3xtLyxh9On9rduHj99xlhz+ORRZal8XU7D7v7NP/rEZ597/pntrd1ypMrr3eJsP39A5mEG2KSz2QSCr6Z7s0cffPj+92x886lLo/H+4YRubr/accNBbwVBmbmczqo6TKdljMAC1J51M1d0+73uIMsyNEY4Bs+ZSxEwNDWlHbIGOEyvXz+6utwKGCQK1zUE3xJCRFQhtnfUGJmIHbWDfhIFBOMSp0DKIKq7sro/vbkqfjvpPvLEu8TC1VffuPzq5coLIgQFXVgsYAr6/Tdr/QmtVtIkgtYiETDrbBpUxu1BkFWW+svWues7V/6nX/3Fv/k3/tahw4cRgdB677PcqigiANKT7/vAI4+86w8+90ffl091u2p7FlGjEcZvvbW/cTDrLhUHD4HG1CVJmqpLENGQCrRHU1JCEEVSJEvGIhq4JRwha0SFLAKpogIIGVSDCq2aSxEMJgasAYEYGo3MIUhkEARsFZ8REFW4jdkySYIELjHzcuqb2joLAEigjFUTQgDnNHFoHTkVqmVWmqrSlU6S5wUKIKrL4OLll87Q+8/vNdNh+MDHTmxenX/h99+sK2/VoO/4Bif7s+KBfO3ogZdfeOn6hcsH1g6tH9pIk+Tzn/nstavz1f4ja72TiKmCkFhTJySdMI5BxTfNxur63efOZpkd7vnLz076und19tqpg24wGBBi5ZvItfeBG2BGQHAWsgy6RW/QWy3SzFgDqBxDE6pekjEHjixOYozqK6jnS8s9ABBVVgXfGAQyVkE5RkRQINUoHKyR1IENGkQEEA2QTdphGQAM695SvHij4rs//K58ZWnn6pUrL70xqmIEcAAMUBBaBJZbqQ7/a1nt0ZellQu3E5pIZsYiUZiAik6eptnbV9/+1V/75b/+1/5Gt9chcpE9cyAyQKCIq8urH/+RH/7yU1+r6+Z7/0i3W6WgUdEg6KyevPla3l9mUru0ZJPEmdRbqxBbqSCoab25ZKxNU+MMESElaC1jbLk+ypHIILUGm1SFhZkUFRHRKKEASu0lcqy9xBBjgBCl1dpiuwgIARWUqXXKJEnV6N7OfGnJIVlC9DHOJyZ4SovImbqk3btmt+FXbgyPrR6G0Ca3qQG7urTDw61k2472l1YO5P2+efBdJ57/xiXfsET37W9Ws0mN7uVTZ9af+tznfvinfvLoyVNV2fzuJ35b/f2njpxgzyBOFDUamyUcmE1sZvMkdQfX8p/8y4/c+fDRV5/bufrm9hnrx5uvdZLRwcNreZYJh7qugmhTSQgEAJY0zbTI036/18k6SZIrqrDGKHXTUK/flBXHKMzCXI9GGddpsdzG8XDTSFU7lUUQeQyABlRD9CxiDbpUbGUiIJG6xFjjyBpjbajtzMequrl27uzGHScmo+GNV97Y3ZvXAgRgAFOj1oAI1qLl/yq6R9+9Wl0+AxABEiDhfOZFwBoztRNjnKFISN/89nPrn/ztn/kLf9ElgGiqsiqKDqIhY4Dg/e978sSJo2+8cf57/zy3qz1Si0AWIgk2W7s7r70QHC2Zc9nyqkhQkyJZRAeCigwoCooi4gMgQEKGVIE1qssSjgFUyVo0gGRVCDgiRVAnyhxjKGsO3tchlNPga+Z2R3pgQoOgZKwDIzbJyDhrrSFrjDOKInZv7FwSshRUua45eCcCjTcharerSMpsag3jaRUjB+tNq3UUzhIEfuFY6L767GWX0rs/cMKm2daNvQsXGgQEyc+/7rN0+vAT95w5d+7IiRObm1uf+a3PPfeVYSe9uy7nLMocDFhW1AiA6MtKQToZPfreU51u8e2vXvvSZ17vTfayamt78sK5Y2bQy1nEx7i/P6mjZ4+gYKymmWZ52ust9YpeliforEqUGOtQl01le/2mrlW0dQ7Vw/3l3BljAaxwiE2AphYRRIMIaEAih8AxRGEm4MShNWAFCbWN+zSEyhApZd6XND/36APeh91r129cvjkXBYQUILcKCCFiUJ3pO+70H+D13UReACCCNvVOFxpiZdaybKwjQEVEotUktVHiH3z58ydOnH3siUettaIxckiIgAUAjx89/sTjj7711gX53lTN8D1kriGhWkRLKBWP3rwQE2eywrqEkNhYJEuEqgwmhSiqyKKqEY0TFBBPJqFuYbuNeJYgIDOwfURSiSAYg2ismnnl67qajerZvB7NQ1PHWkQURERAVZEICYTEWEqKxCZknEnzPOsMbJNlOdk0H455fZkRlb1axwAqTKDgg6QpCGMlsj/icj5LVtZQATiqBGPcYGkHRxePjODiC8XyRnHs5Oq5uw4449568wYQSJRO1zz75adO3XnuWy++8Klfe/ryGwjSD34qC0CxASQLyBLJICEdOND9yJ+7/55HDl85v/v1L77ZXLl5Rxxdvv6VQT7ZWF9JrBGO1XxeN54Zo6IxkOTSzZN+tz/oLOdpdisXHFhiXc+9sElzX5WkpIJRQxzvrizlACgxhqqpm5qCJyBp1VpCraUEyRggh2CMGFSHaC0YQ5YMKkVuJhXsbF4//uB9Jkv2dravvXlpOPdBISEoCFMCFmCARmH6AziHQcR/2adulW2LskJohZXAgIigOJs2RGhtYsysq53EuUk9+tXf/KWjx48eOX7UusT74GwKKmRdp+h++IMf+vVP/M58Xn2PH/j2qdkG2BISoKr6OY9efzvpLrs87xgUBEDiGG5sD5PU9ZLUKBpDNs3IoEpURLGo4mv2UtcQIla1Y0A0Isw+xqaq57NyWpajUTOpYsOh0jZpW4GA2oREg6hgGBGElKsKUNFCks5cMXJZItacOVdsXuNpPR/klOdU5OCMDRHmZWBBBLROvcKyEfWlIjArCLfgx17HzefPHYJufYOe+zzJB8yDjx9M88TX/vrm0Ptpf9nd3Lo0HM+/+oUrsT7EDXNowJJKRACXOVRiic4aa3BjI/+zP3FflhdbV2fPfvHi3mvXHi704pWniC6fONFfO7Aqoal9M57NgkRhtFaTBHpF3s2zTm+pKDpJlgNSi8jwvmmaJqJVY0LTgJIJNRDZZp6nmSpJDDGKD95yC/sAIIwcRRFxQSkzSGmCqROVmFhNnLEmJaQmNJeu3ZDELp85Op9Mhlev7WwOvQIB9AkIoR3e1KIC8IPYN7KGRJVZ8FZbFm+5blqYhSHT3hFaV06LQmJRUZ2N69SlZKbOGedQRC5vnf/t3/rEX/uFX8iKXJUjB4sWhMmYRx5+98mTx1555c3v9QPf3peJkiUxiETIEhAwjsPw9ZdNkYs1qbaAZ/jWc2+M95qTZ/snj2508o6vguIQnU06+Xx7qgpbFzaPHD9qAcJ4P4kBjWnqqp5Pqtm0HFWxjLHWqKqoVFCaWOOMtYaIAA1qZBZlAQauRUEkKtdSBw61kg2Qgukmh48Xo51Y+bqwNs9smifKKDCdzQUV9xsEhUMdoRglCKIlFZvmHNmiri7rjc0vHtc/g9eTr/6zmW/OHDy2cvjE3c9+aev5bzwf/PwbT78h4UyoDnMUYQVRCy4iIYpGEK2LIj92fPnh955YXut1OmZ/v/qDT77GWzsPprx5+Y8SfOPBuwdnjh/NsqSJdenr4XAqDEhirWYZFWnS6fT7Rc+5FKBNC+AYfO1rjp7BAVqgVpin7CvTlAQkwsGHqppXzTyPPsYYBNAZVQg+ADAzRw4ImBiTGI2k1oK1iXMWQIbTyZUbk/WH3x2BZ6Px1bevzjwLQN9gQsqqASAIRIBK9QdxAIOIBCDYKswRAViUENs+mELbvgYWNYiq2rrSW5NpHXh/fxzBW0eEkCQpIDz1jT+689xdH/rohxGpqsqi0yVRBTm4cfShB+979dW3vscDx/eUQAHahvlZAFGl6Y1ZSF6U1K2urAbhgUu7nd7wWrV1fpSmtLym3Qy5KcFamFbT3d3h9d2im/rJ2BPxvIrBB5V6Oq8mpS+jRjW56wxs2suLrGuz1BhjiEhBQdAmEjzHAMaoSPSVr301njelj16ExVcMtVIdqNv0Bmld2flkLipIaMAGj8Npsj3FVyfaNXRgAMrK8ykWXetSERERREgsHVyPW7tfPKkfwmH1zU9V63cevvPhI9eu7D7wrtM8Nffe8ZMXL9ycVjM0DhVZo7JPyKZpsrRSlKX70I/ce/TEWtpJ9remLz+/c/GNi+7m8L3L2bWLX1b/4j13DI4cXjdEoWqq2Az35xyDIbBOncMiz/OiUxRFmjqyFBVQozKH4FnUx8iUIiEAKUcRwRBMUytAqOvRcH9nd6v21ZET96toYM4yF6tGGMigigTvLZJz0u7UNEFnrSHDIps7+3FpPTu0Np1Mdq5d3dmbR4CEoEMgii1PwSuwwvwH77QLCBAiI4BtEQaIAGotqUjbh1RQYSVqRyqIgDEqEVhLqGqQ6kbymqt57ayzNkGjNVe/9/u/c9c99xw+ejhGH0O0hoyhLE0++P4P/cYn/lnwf8wlQ0jyb/J8u80qNSgO0SIgGFVRoKi2CTi/NLad14p77vOCxprjRw9tXR02NU9r02Hdvr4zY0ME83EzH87XumZpqSireZrlk9k8wRBqDrUAmMHaUmepl/e6LstNYg1QS4NTidw0IUQItTWWwJExiEaSrOhqfxBrX9ezaTUqm7kXVo0gcxFoOr2BMTDdL+uythZGk3RYdy4HfzPOz+VZJ7MigqGxps/ABogsgRAljjQeOFDvbP7+QXjPWnX3Ky9e/MJbw0bgjo/ec+zM6vXzw8c/ePrmjXk991Xjq5J3t/ff95E7A4Nz+Lu/+vo3v3Kx1+9+83ffQAija+PTJh7twsXzn9bqhbvP9A8fGGSEwddewmgymk5vZikrgjGQp0k373WKXifrGrQctb0eRVYWiTEyA0ub+WRZWVkhRhOaUJd729uXLl7e3yvXDuQYAigICyAxczsO9bUPPhALgkHDBsGRsZSCsXUz251yfvcdlQ/z0d71i1tBxCAMCKNAJdB1EAGDagNa397u+ZNbCEC0GAlYS4gICCEyIWo7JgAlMGAgxmiI2saPc0ZEmNUZEzmSoabm+WSauCTPokMLghdvXPrC5z/3l/7yzyNRCLWzOaAhgnc9+Mhg0L15c/jdH+PfqETh9rPAISKAMUlL2lXFoNSoqjfTCzcmS4N6gMJ8aGP17J3rF17bu/rKcOet/Z1Z8mYTUjSrCbz3nt7JYyuJIV/60ZWtcuLXV1PX6SRrWT7oZ/2edQ6NVbml12dVDaoKxqjXGLy1osrABIjQpjaliU3TIs9lWcvZuBzPmolv2HPJPkySTrK02httVbs3zU2fnw/+WphaMAmCAohBkYYiR2NEBNtMKlFD0EmzjfXZ1s3P19OL9xWP7c7kCpsvf/Llu99z/NDRJVBcP9JdO9RtKr5xedobmCNnl//g115fPdIrJ6UyP/WZbzX7zYbRJ/s4vPHSt288tZIP7zi3sr7WS62T6KNqHbipfL/X880sqljUpd5Sp+h3i4G1TlFBQIQVybMP0XOIoLKwIikrgEaJdQ1VtX/j2luvXxnuhP4ABr1umuaiGnyMMTIHDkrGABJ7j8ot7B5JkxSNsSJ+fzSpltZg0PezveH17dGkCgoFAQLsCHq1iYYoYACaf3NL55/sQkRCNKYVsBkiMAZVkRxBm18b2VrDLKjUEmiSxMXI3EbzCogR6wxHaRoG0Lzw89m86GSKAgCf//JnH3/88VN3nAJUBVVVRDq8cejee+7+oy999Xv55LdbpQiWzILopcpgggK3vNe5Ts5fmJzb4KUk76R333HmYH9pPKpu7s0ZZ0clIcPvPkN3bHR1WjdkXOIOnzphEJI8JWeMSxEVDIKQRA/SvkJFEUAErSFDFBzEwBKAowCgIqBGbJCQ0CKQNdRfXur0u/WknIwm80kVGo6hgZQ2jvfHXl+b1lfjFBVStATgJapJ66oqOpU1/YiCosZQ6yExgEWWHzvs9kZXN3evd+GeB/K7ysrsfeXSeaRgtbOUKYjL0tWNDiE8/dk3t65tv/XyFZzP1ovO0ZoPLcH45mtvX34Ow/mzh9zRoxtLncIZFAiK6AOP9/esRUCMaFC1SIpOp9/J+9YaJIwcWdruRQjB++hZatCYWAWANiw2oC/Ho8lb5y++sbk/1KWuOXJkZdBfytJMRJqmBu3FyCxqEJq6DKEGzxoQFJ0Ba8iQjdHvTufh+NlKmnIy3Lq+V0cxADniPqPrbxCjb7ZawlL9/T7u/nPjkO/zH45oiKxBa22SWAQDoM6ahSlewVpXNz5NknlZAoA1hoVb26MhYvkOwNQQWWuawNPZDCiiWSryXFX2p3uf/r1P/+/+1n9EZLgNoSJMs+yxRx/58lNf+17mMbdZpa4dwAEgkICyUvsKT1AtYLld7vd3/IEi62R5kaVHDqys+KWVYWLndRWJJHN2ZW3NAllHGqK28nfxWin7BrAFHREAAqsgqkprcyYgILVJAsocvJJRQG1D/xA1BtVaRcgoobEuzwedrN+JTajrpq49pnbl4EEvu7+zuRdUHBAiJogaPCIyx+jrXm+5YdtogxIBhIhAxDhrDR1YxiJr9kcvbt58QejUyY2HlVZHJY5vhir4aO0WAqgmZFdU7xosD47kyJPtrVff2H8N/PX1ZT5ysru60i/S1CDE4Fml9PW0bnq9jk3sZMICE0vY6/W6nV7iLCEIR4kaJISoUUJk70MQAQSyBgkNRy8xIuBw5+bT39ziGk9v2LvPHVxf2zDWFINlr+ibRlhiCAKoLCEE9R6aiggQ1DhI08Q4W87Loe2E3qCZTWbbO/ujOYN2kCqFGjv9dADNiBm8akD9vmTuIoAlvBWvAa39Fb7fPlVEsIRZatMkMc44kyAga3QujcErgDGWWaylyNE5WzeNtdYihbiAuSCqs0ZULRgGiSwsWk7rJKGqLI1pmfj4tRef+sDLH7z/XQ8wC2owJnEuueeee7MsK8vbn8fc9okXVAWAGESBWEEVLWpKSMB1cNs7dV3X3egJCKSlbAuidGx0CUvkWTldWVqiNBMbpa5EPAhyCACNTTJRwICgqqhgzCLAk6wgkjG2cCbLJUSOEYkkxJb6ozEwgAgz11HANw1pJLIGsdPLOssdY521tl/AscJMp0yICZoElVUlKgiFUCrELO/E0sfIdmFSZSSwxoLSoJMVebq64oeTSze2Xp7Unc7gjqVkZcWmgmhNioICkSBuXbxwsbpuZN7PmqMD3Diw0u93UgMJGZUogILgFabzsQJ2u/0mRAAShaVOv99dTW1iyIhyjNpICJGb2MTQhFD5umGGGGoHQAixaSRGIhwPJ9ulvOswPXTPkV63A+JjoIjKwCyBNdZNqWqz1AFomE9YgooCYOLAEYWmHE5H9cZ9tcZqMpxtjesoCGBIJ5r0ltfIYjMsRdWDVt8PCwwCZs7kaUIk1pqoylG8jyEKC8j3bxJriLIsydIksWmS5saQIcMc804nhigxpnleN3VVOuOMQdob7hdpVvlKAS0ACwuLKhrCwBEACNAggEI5q52zSZKnmQXk8fTm7//Bp87cdaYABWuJjTV45tS5Xq/zJ1ClltASgdJCwg2AKC0+XYCC0nguk3m5urysFkQZEA1qnqUry/Oio0Vqtq5d9mU1WFnLB91kfd1Yq8HHsopVrTEiIBoDoEALjjJZC8ahMdjKBkHJN4ZBlMk5RdTIomIV2DdVrQ1XSBbVKgMCOxEMaEzDs5lvJg+vwo3KTiMnaAggNszsicRXTfCh03dFTCsWUUFgIAJo5+BijEED1qRZ7tZWB3XZ7A/fGE6qecDac4yAwMqQWO04PHLADfpFr7OUF0mWpAYNKQPpoputNN7f63Y7/aVlBsHQIITUZsvLK3leIJk29G/eNE0zq8qJ9yH4EJoYvLKnEKAQ4SgSY4zRkglleaiLd59azjpZ5cuyms+m85VT9/Y5CqsqhsCqkiSGOWJTcgxBIIoah1H8fL4/ZDvvLVWz+XxvazQqvUKGWApo0rWOZtUUNE5VDHwfursGMTH0xMNP/NATT5y/dPH8+fN705uBG2Vp6rqs6qoJkb8PhYoApgX7IJJFIk2zzBorwkmSJEkavC+KLlECgC3Kq9vtgKiqOmsAiRtJrI2RQxRVNQaB0FpiFu/FN41vamszMhAlPvftb1w6f+nOe+4yoiJinFtbP3Do0Mb29u5tfwu3m+aEiGp0QY1ZDJMIVABUTQCoKxjN5iLRgG0vHMbYXr+H7MnG4KmuwlZ9bXdru7/SWV4/2FtdTzuF6/VNmnNsUBCNaemeAABESKTSYpwVVCVGBVBSEERnW0CLBScgaKAc7pTVFMkhKoAAosGkzZhqQlNXzVonPrrknt4HA6hK3mNovM1SBajHO2k3SzodJDsfj8BZAUZmImhDbEDYOGdZLMR8qdPtpockcoQQamEBMtwEl2XGgAEpOl0DushN4FoImcUrhyCj/fHK2kqv121J7cYkxiZLXZu5XIHK4GfVaD6dziZlNfV1qbU3dTRVTCqmilEUcqEnmyiiHDy5hERPH8p6/f54OhyPJ5O96f6Q7nxvUcQQYxQVxIVCEMhCM49chShREQg8+1pw1jk9V52O9+P+bFJFQTVIE8U8724cWS0vXQoSAkAbGn3bC9vgI4KN9fW/+R/9xx/7sY80db29efOl57/1zLPPvPraq1e3L5EZK4zLOn6P0FAAsIYS54qiSLOsyLtZkiVZ3uaFZVnShKab9zrdTlWVoAHJEQIhTiYjgwYRRQEBQ2QAtcYwMyFFlrZpKQLei/cNGi3yXGLcG+88/dSXT589TYhWjEW31OsfO3bsxRdfuf1v4fa+rL1EiLbu/8WltIULB4WoEBl3Rk1T10RWlYkoTVLsaELSzOdLy0Vms2o+H+1O9jfH81HZ39vfOH2qu7JGpjCa3lJQggqDosQoAhJZmVsuGSxCxhQNAdDi/CFKYDhGFQlVDeQJrcQQYwyBhUVUGEUZCeFslzfLZOaJFZvGhCiWBSJbWzWzic27aTc1Zmk+maI1spiriSouaKbKLQIYUVOXiYmQdQAdgIoIooICkSIKoUHEGGoBCUEELQsg0MkzJxUgciOqMVZVHYyxzlLFYTK6ORrNRvvT6UTmpZvHvGbTKHmBhd0YpOvkUKGJQRBhH8mYELyzfmvn6nB3Vo5xXNqR2vvX1qqmYg2gSmS9NKBojQueRcEHFUZFbWJsopkfWZuXZTMeNnvVTBUVGDRSzhInsyEKB2UGiN/jGw4hNVhk7r3vevIDH3t/p9/pDHorB9fveuDun/iLP7l17fpXv/Ts73/us9948enL1698d+jL7fxVCM6aPC+cS611xtii00mzoijyumrWV1cbX/sQjaXA/tDhY6AwGg3rqul0ByIcYnTGIULV1KrifTSGmEVUwaKAgkpT89zVZNBbh4Qi/Mw3nv5zP/YTG4c2QgjGpXmWnjh2/F8hS/zXrtuel1pVUGRVZCUAarMz20maVxGA3b04L+epywgJLGOROmsK5+qkE7Sx1q2uH1zq93yQ6XgkMTaTWd5bJmoR7KoAElkDq0pbeIS4mHYhIAE6h0S3yhkBRCOI9xKErDUuIUJEEDCowJ65BUIwiqBaTVJ+qB+f38+8YGD0TbBGfSOokBazrFthlqMh57CcV2SdkuEYlb2KEjDZzFor4skYUEFsH1LtRW4R4E3kVDXEgAAMKGpC44tukXcKEPUamxgi+9A0VTltah9i9F6bhkYTnZamjlnDlm9FKhjAjMSh9BJe6/PhdXfgUL9ISBGYo42WqzDZKSdRm8ZWjGr13JH8yJljW7VXBhXlKO0TjYiQRQQDIxolg03DtVue2KKe7IXJ1NehUUCAuYKSJbI7N/cnkwkpY2tsu91FABYxdebA6uEf/fGfWlpfQWPgFsej6OWn7z576s7TP/wTf/Y3f/03/s7f+9vfI9rXGZOlaZ5nnbyT5EW30+8UncTZIs/yPFeE/mDQ1I1LkjTJva/L+TxJ0yzLgYAAJuOJ14Y5GqQgYq0BBWtNiBGBDKkP7D1nnmOIvqnS1CHC1e0rL7/47bWNVRQSUZekhw4fss4Ef5tHkNs+8baiNGzrqX3aKWBU9QpRAQAnM5nMZ72i7wy13xskqGgQlSI0TQ3kkrSzNEiLXk/o/9/enwVrll13fthaa09n+IY75828mZVZ84jCRBIACQLg0GCTTVKy2Oqm1ZYUIdsPDkf4zX6wHxx2PzjksEOhCNkhu+WQHd3Rapsim0E22Ww2OGJsYiJQGKoqkfN0847fdIY9reWHcxNNSQCrkIC6QXWtqsinL86X+8uzztl7rf/6/bV2LveRlQcg9jlzSD5jFiAFkMhoUgqVIqMBgbRFQpAMg/mWAMeQow9tn2LS2lbjKebIOQtG1kobCD36vkPMOQ8eyDA16ZzNq+R8NM0iGUoqU9eFdrGsJgs0hhBdWRtXpZza2ZIlKWsSSGKGFEmC0kYYMkQiCySIJscAiMAxQxYfB3MLAM4+KLCb27vFtPZNs+pmq673vu/bfrXy7So3Pa68bYIJTFmQABEEETQAgVjKtUqjIm9MYGOjXF/fck6RsZAyEeTgIwl0rV+oAJgwT9fhyqXtS1eerDc3/cPDQUROiErTcCTLKcScU0JSggwhk98616bgV4u88G2UBGIBW8DxyK76FSlIwhVAAHhsVSACEKLVWJb26Sdf+OCHP0iKHj1kv92KESTa3FmfrFXOakT8jrzst3eXYuFsVZd1NXJFUVX18J9RunCWmRUpa4wzFkm0UlAXKebM2RX2dDZTWlWjSloWIyn1VVF0fc+IgGBtYRQlzsxgDAQfVQcIrJQiBTG1f/qpP/zxj/4EFBhDtNZcOH/BGvuvOksHww0R5jMlJwIIg2SBIJKENWLb4dG8Wa+78ajWWnMIgCIsiGisM9qlFAEIjXLFKAtCFt+uICUGyZkhJRBQympCck45Q1ojMZGBR+otAALSw14XUXNqBQEgG0OKypwtcEqxTykosgSsqIwxpJBCYgAAgt0iXls5z7r1puzj1thCxr713XJmq7FYC1ZTyk5bt7cb2rZbLgkxcUaCCCnECJzlTKsEnHxOvXFO0oCkQAmJSCuj13e3beVCH06ODmbz49OTxWoVugaXnV550+ZKHu3yEVGBDIaThKlQcWLyeJQ3pno6KcejkS0qIp05sWTJyViXU8JepJknEVH53LZcvnx+d3uvXltjV4TogRCAlSZOCCCSc845chAUpSAxR7btZK33vW9X3IZeZHAzzkTj6ajxR5rKWtgBfD/zHYioEIxWo9H4R9//gQuXz+Mjb5e/+CEAiTndvn/blAZn38fXARChMdY6N6on07W1wjnnivFoZKwuigqEvfdECokFfNu0k+lo4EaH6H0IgkIEKae6KmPOSEqDsEhhTdM2xpDWIAI+CPQRSVChs0oEX7/6tf0H+xcvX0wpGKt3z51zzjZN+3gLeWy1fRZQSSTDIwN5gQQQRKIMTS+UTPNVWrYnmqCqR8IphwCIShuQzKFXSqMiNiRJckypDymFGHqWZI3V1hpXauuUMcoO1V0gXaBSMFhnASBqgYF2FpFQFRoBFYI1OqfAaWAa1zF2zCklyZFD2/fSKJU4QxaeRK4JOjZ1ToBJl3qtGPW+7ebLol6U65vCeYA3KZJiXLlR5fsQVi6nlEX6thtmdPxqiUZrpEIXJCSEAKitLtYnblQBiu+7o8OHRwdHDx+ujhc8b1XMlWc1yKEBQcOAqkAFoilZykbnccGTsayPy9G4LKvC6cIYnQEYMAvEvg2rZTkac/QpUt90DfOoTpvbG5sb56yzarrlWXISV1nhBIjWDlAMzpxjwhwBFUQPoRzFctw/vB9XPfjsB7g2QOnK0cjtdNXsdDEGSQZTfPwmDAEYjc7pzbULP/bBH7eV/S4fxMVifnDwcPh3xseVOmgiQmThnLIxTikqi6IejaqyFJa6LmNIirRILsoi+GMabifQ4/Gk64JSljN73zvjur71cfD4QARYNkujTcp5AIqwSPQSNJOOSKLJHJ8evv7aNy5duZhSSiFurK3XdX1yMnu83+1x1fYCMlCMhFiAQSKIFwmDrRcgAQLissnLZiGcWXhUj412wwiCpN5LtqoQotSzJO6bRQqdgKC2tVvTzurCGlcCCZGCAeMAiAQIAjS4vcnZXAMIICKRNjZDRE2QmbKWLDlGyBERYvaIqCyrQpnahZX3TZcgVSZvuvjQG1JsHCljyumogvHy9Lg5PTFFrQqHVg+rJUVIVFRFWToG4SQsWTIACqcATIhIBECIqBBRUFLKy9Vidnx0cHB6/2E8XGHjbRIcniYKBECQRAErzArBquwMl4YLJ+NKjUduNB65sjDaamVIFYIQ+8b3S+8778PycL+88jQAsHCEpGyqRzQaT5TWZIxa316FwMCKFAAqZbS2CnHQyougZ1ACKSFuTFoR365SFziyH44wSBlQmBfdmcB6leSxzRUUoiawRhVF+dSV51969cXv8CJ9FAf7Dw+PDoJ/fKUwAhTWlGWttTbWkEJCpbQe1DHVuCirUitmYWdVs2qrskKhVbMyhWtWS2udCBeuODmNAoionKWcM4vEmIY+AwAwi1aoFTJz7LPRKEZliZn5a6997ad//meZUkxhPBmPRqPHXsvjZinhwGHOgEPRL4gE4SyAgABCCArQVbrzKYTTEL0yT4zH60oryIyhNeRy9IAFkkTfS87GOOMqW5XaWbKWFKLSgACSSWkkhYNhz6MjjIACJSgMoJhQMstAlhLgnFJKOWUfOs6JM8YQ08DXThFAg80EojuqBS9Sn0+5ctFpYkkJZW1zx1X18f59vzwtzQ6cTQARAAhkRGIRUESPXprAzJZQSIQFISdOnLqmWy4XR0cnh4f+8DSf9rrPVgQQ0aAoyBpZk2iMRolVbI0YwmoEpVOjoiwKU47HRimtrLYGQQlhzKlrlk0z61Zt3/m+5e0HD3ZfepfSJFm2t904WWvBulIbg0qpnd2YwWqrNDEwKSAlSKS0EQUhcUyQARKp8fmdlW9817StVyxpaH0r3YcQI/fRlyLG6NG4np3MQYYJzO9BdzA064xCY8yo3nj15VfP7W1/tw+L8O3b1w+PHqT0+JYziEgGrbV1NS3L2hjjnLXGGG3qceUKJ5mrqswcSJF1NnHM2WBHioAUNc0ypThfzAtXphRz1oDow8oam1IegKmIQIoAGQQyS4is+2xM0hoR4ea9692qr8ZlTLGu6qoqH3stj8s9EmERBmQ547J65ggsg68jogY0JlcjnbkXluN2WS9nZVmTKjjFNnqFoLRRWhujtaqxqkCRskZZCwSkCJhBMimFj5idgsOWEAePWSBBODO3BoacUo4pdLFfrXzXhbBMkTmmnBOhBgRAIkRSBkkDmphV5MYWOLHklpKUXd+ZaCTvW5FsxqOx326bUzvqSCvhTNaePYRowP0SMMNgokqEiJxziKlZrU5OZocni5PTcDrLq44iqygGAAhAUbbITmWnktNstBQOCgfOqqIsnLFFaZxxRiullTYOAUkpQWRQPnbL5fHi5LhbxhA4BWShfjbjxNV4PSxmOzu7p81MRLQpiZAz49b5oYAJiCJstNXa5pwEhNwoRQgZQwZdGpiu+cPDrmlPV3EKwgAOMJDRgJkzxwwAPuWD+VJEjCre+8KHvnnzi8tm8TZvGARUAEYp59za2vq73/2e777dBd/723dunxwf5/z4XRhCtLrQ1hpj6mpUFkXhbFE6a61SilBZa43Tisn3wRito2FurNHBK0LSRrOkuh51XVu4kjmfLhaA0HtPhIhKhDMzCBAhMxNCEun7bG0iskh8MjuYn54WdYGZjbZF8a88S1kwi7BQFkoCUTidnR0EARUQIVgngMkj10g5p6Pl8dp0QyvLwDlnrQsBREJVKhIHIKg1qmE7mzlGIlJakbYwPBCIQBI84uMDkYhwjsKSYx/b0K7mq5PT1UnDMRKponZVNbJrhXYOEZgTg6ScBXJOAsBuvBYnXYo+xW7S9PdmWtt6Y229nR+FrnX1pBxPfN/EZqm0A605pKFmJYpR6+FdDnnwj5LQdUdHR7cfzO48aI9mHIMiUAiKAQRAoxBwpWNlYmm50OJKNhqdM2VZFmVljXHOaaXU4H/FBIqULSSnkHPi6H3frmbNfNEse05AROWIyqooUxv7frS5fbyam9EkIVfFWBsjoLCY8Ppm/2BfKw08TM5gjpmRiRQVVUjSZPYJJ1WdXdktV00f5pEdDIovZCDn9Hy2oJwIEAA5CwC8euUD/9v/1f/+//L//D986ot/9DZvGEQgIqWJlNnduvzCu1/8bp8UkdVqub+/3yzbM4e4x7pFkRBIFCkCNajjiqLQ2hhji6K01gqwtQaECMj7nhNrbRD7whkf7Obm5sP9h75fFq44mR33fRi2AyknEgIBpUgYBpzDoFoBgZzE92wLJMTZ4vTk5GTn4rmcRRu3ubH2WOsA+H6qRyySQQ3g9QyDJuisRKnxzBsnQgo5K4BSl23Ms+XcGkdEAsSIihAEERUqDSAIBJwRspAoZ0kpIBRhAUSlRUSEZICqcM4x+GbVrdpmtkx9G3yXeqqm090rl6pJicYIYOi65enp6dFp9D77ns9mazIAGWeACDjmlNnnjUoo5+XJfHtrs56sp+BtCUDi6rpvFnrEKImGo4hSqDIJYyYY+BnCh4eH37h2cPN+mHeUWVlUFoGQNTKBFCoXNlUFjypyhWitDAIpKmxZjifOlNYaBCZSzPlsskhrVCoz+xhi9Fly05w283nok9akC1XWtbGmqCbWt5BDvb65uH83u7Gqr5y78vxIZ9WduktXPIIAM2Dqm5ymqCwBSlYce8/qwRz2o6DI2ua6R+maVed5mWVMSAAZILLkELuudyIasZ6MxLp7Bwcf/ZGf/cDPvlL8fYOIReG8D/w2oNmaEEkXtnjumee3z3/X7S4AHB0cPHz4oO3alOWxi0dGKQJSymhrWLKxOrMIg3WOWRRppWg4MsXUhxiKqogxpMygCEE4s9E2cgytt8bosfYnntNgbAfGaBGwmkIMDPDImB4TS4zcrXpXug7ah/v7z73yAiLkHHd2/rIl/+Xx+NTsDGp4kYaz3a8gICEO210EIEBmSSllhVojCxwvT8bluCwKhNh3yZbOghEGUYyILAkRkRQRIhGQAiAWBhHOGQQ55+S7brlcnMyWp4sUczmabu6uF+UFBNGFUbZglui75dHx8d2DgweLduU1JIOkFRChMgAKCaEnD4ACmbMgAoHaKglCPz85mqxvpq7NknPbI0AIXjentpgkyCLAAQa0vmjsVqvFYvXmvebqPp92aEAhokMYqVDpXBl2mp3jqlKTkSsrlziKkNbKWm1NWZlCWycSOKdBDq2MQXAASoR98H1oU4zMOfq+Wc5zSJp0NS60Iq2MLSvrDK2WGIMA1Otb7CYv/tv/i3OvvChdd/Rb/yisVVkQUMXeh77NIYJVWTClBApZm4NOliIiYnbP9W2XvFeMXqAVqBCiCNIwwYoZBAS98Hy5EoBcwac++bnXv/UNrfXli5du3b3ddX8ZdRbPRCeMIoWrX3rppaJ23+3DInLv/p2HBw983z1ebVcplXNGQm0054AI1llCrYgK5wiRUJAACJAo59C2vnSFsZYz971fNivSGgmSDDsIFXJcto2PkYAQsXJlzBFAUk6ISDQ4rMMgZkyJYwIL0od+f39fhAGp67r1tbXHWQwAfB+kT2FBBkwCUSQCA6AAEKAGJBxAT6wge4G5750Rp13rfdOvrLOFmwhFjpn1mZM8S0YAQALSg8ULxyicOQunHPrWN6v5yWIxW6aA47Xp1oUL9dqoKEs06ozZFXPfdd389PTBvYN7pycnUpbF9rkaKViDWtnhVDo8mJkH/qBCVLYstNZnVqvEIXZiqO1OOSZi0bbwbUemyDxQEnLk2LSLk1lz54hvznHWmTT4KAFWmNeKfq1K4xqmtVIg08lGWZda6z50YRVGhSnLcVEUihQhZMiotDLa6HJgKYTQh7SKMfV9wxw4xQERjpkKV1aTytoyp0gghrSzlSXQ3XK2XG1fvDLdfXr7lZeTD2Yy3vjFv3XzzS/3fXs6O0rB577hlEEPQBRAAFF6AdIyMCm7uT6fH5FkG5OgLAVKxAFoVhZuOV+UgAwwWzYrZgD49d/7L//5p//re/v3AOHu/XspvoUYacg1FhCSupq+8K4XcKCZfKfgnK/fuHZ8fJziYA33Pd+cWpEwW2uNtkgowsBijSYiGXaqiEoRs/jgY0zWuqJywYecozZKsuSUc+IYvTWu61fLZqHJVkUpIj5EFgbElFLOYhQBgAgwCwgwQGbSZISZUT3Yf8CcFSoE3Du/99giwceuHlEWygIMwoMMCUQjaUQ1aOthmPuU2phlhLkPGwAJiqPFYV2OUoxOaWUsD+DOkBAYYch0lhxZIIU+9F236hfz+cnxatVwPRpdvLyzfWGnqAqkoQFDgMQpppD6ZrE8PlnsH54cLn2iy0/vXLp8oZjUvut8uwQWhEzakLE0jJIrTUoDnY0JcE6QJXPmlDB2zJlRGBkAu24FzjELp773frFcPDyJN47Nw85EJgJ0KJZgrMPGJGyu42RUFdaRIsyhXp9obfq+TTmuTSZVMUJFzImUBlMY64RQRIb5xuXssO0XDBD6TlIGyQCEWTToorbFaOxckWKHREphWY5dNVaW8OhhnzIavfH0MymE5uh4unc+OnP7wR1y5dH+viLAvsspYWYkyCExSCJ1lKRhGU/HoGm1WikWHQEAO4AkQAh9v+h7YZAG0CE4AQWQAO4+uA4PAABAYPU2OvWPUH1AoHe3L+xe3P3uLRhYzOf37t1dzOYx8sA//F5vzuGBSwSKtNZWRLQ2pIiFYwrMxcDyHPQMxlBZOk6gtNFa9d6zZERImbU2qGJKDILWWhAJKWhlnLNNtxoQP2e3/kAVAtAEzmqtdex9pPzw4X4KWZUQU1iuFqNRvVyuvtflwPeRpZqBGDCfybcEARBQ45nfEgIqIoNaK8ASuhSWga0KJ1270S0UGiTltM7Bx6YBrUEYmHIKOccQ2tViNZ+tjk78fMWgir0L6+96cWtrd0sTyBmYEQRUjjE3XQpdN5/Pjk+aw3nfBTMqnrx8cefCeV1V6JxNk1HaSKFHhUgIRMKDCkOf2YIM1WoxgweqZJtIMAYGSqlvYrtctmwUMHTNatb0D07lxqw6DUqACcQR1CqPdNraDOfPjyZ1XVRTFFFKra9vSooHJ/unixMlTEoMjsqyUmQRNRD3wacYrDKqrgGlaxd906AhzJkARVAZJF1o64x11hSaFLIF1K6oimpEmoSF9+9Pnn7hzte+/ORPfFwZMz2/C4hEyun67oO7s9nRuCzzapFZLJGwaKtJaTKmZ8kC1WQUct+2i5TQiGiAABBACqAJcBBYICJAFDHfh9cEASoiEXji4qXp2uiRNvm/G3Lw8OHBwcP5fBaH1tpjfBeRIlJKCQqRMsYiYYixKgulDbMQUds2WllXWERsm1aRRoCm8SlFJFJEdVUtZqcpdOPRWCmVUkYCAbHWxBTlbFpdMgsRnRmxAySG3kfO0TqldL5792bbNK4slNZf+MIXC2eXy8f59R5bxzs0ByGewYhAA2oABUgAGkCjKMxC2oExpkeSGNlQzqyOl/Odte3EWSeOIQbfA+qcQ+/brl2tFv5kmfZn2PaKlHrm8uiVFy5vnVsjpYYnFmotQsIpx75frpYnR365aGer2DBo3NjbPX/liXoyIq1AI3BWVonV5HQeVIHAwnloc0qGR0AhHjbAigAMEGHAHqUXyWDVsuN+/0QZOJ3nB3P9oHVdJgUQBUol24VfK+Oklum6rq3VRiExCkzqqXO2z9maamN9z2nt/XzVLnzsjCqKokoiIWWnlDaWiGJk5pxir8Vo65QiEDG2UIRaG1LWkNaKjKqISDuHBAwMqHhxul6M4po+A8tqBQCurrf3nvjy174QfQyIfj7XzAKgtBNJwiBIQzZON9bm8zlnlRiUQAnQCXjEEqQEnMMw/oELgInI4+nsBSCLDL7tly5dcs59tyRlltu3bx4eHDarNmV+vD4MIRqt5MxYOYtI5sQsKeWcU4wpRK+VMqUWAUXonOvabtD71/W4LPK+77UZzHg4p+B93/VeAIjIxy6FdJakiIQwiF4HWZIIaEWIIixEqvW+bfrpZtbKvPvVV3//D/6ICB8DrfLYOt4BuEv8qFSOiI6UQtEIBtGgnHltoHJg0GCHvbAqlEkiMYcEigHbbsXLRdu3y0WaNXhvBQ97WSXaMvT8Vr5yaXr+wtaodpLPYGGgtWRJvvHNqlnMV8eHzWkjnZCm0fZk/cL56ea6NgZQBJmAkABBAWbBAfgwdLkSIrFkziiQJbFIRlaq1KQIRdAaw8NoDruiGm2mm1dnkflhb06DU4COgEUqhM3Cn98Ik5GqC1s455xVSiNAaWujVexD17dZZFRVdTVSepNJNatj8BxT6EJb2roej5XSgoSI2loBTrm3ZLUpDCprHSEppZQxCggQCAQVgGQGRNSElEOrj/f3XvkYEnHOQ28ZiQ6PD2azmdYwn839vat9t6rWNolw+IjSehio39jemp0eiWBoOgsyRpwJewFBDAAZcBNBAS7h8cutAMAgMQMpvbt3Ac5gVgBn047/8q7KKV391tXD48Ou8zE9zqF0iKGiI8IpRM6Sc2ZJRMCcUwrtktc3NkLvJ9NxCAMNikHAWZtT9H2fc54v5iIwGk2Wq3nTtTkzS/YhiYizlhBjTjnl4Xyb+UxsY43OIiGwFVQamnZx5/atLrcPDw4U23/vl/7Og/2H9/bvX739ett/D4Lox6aTYRYYgE0MohANokJQCA7BYMYzHDgHBKOUpYrgke0vYswxdCtQ2nfdcrY4PuSvzeiuj41kh+rlif3g0+7yha3xaAQEHH0i1IVFIo65b+bLo4fL48O+9ZDIFfXkwtpofVKORqYoMGX2PSpFygwHXZYkzDlmzvnsqZrP+lw5BmBBRjSkLSnFJDikNhEiGVRZ6TSeVnbS3rrH+1EhwESJozR2YVLLeMTTsalc4WxljFHaEGpjSlOUzJCTjzk4rUfVxDjLzBplOtpc4PLk4Hah3GhjrK0FAUEUAW0KpU3qenHJVtrZUimt0GhDSIOamEFAiBC1IAFL4iwIePfmzkfXkGh5cGSLopiOEaBfdV271CSL/Tun1+6u+lATMuTBfTjnmEQYoBjbW/dOLRW58V5gRGgEewFNMDjHBAAHYgC6xx5OAQAAFln17f/31//+yergpVdeuXjp4vrmRlVX1jqlFACAyHI+v37j6sP9/c4/PqYhZ9ZqqOUkEIjJ952qyqrre1IKQUyte9+ORpOmbSVLHgyXgbuu9b1vmib5pFDlzJmz0rp0VUohMcfIqCClrJRKiQEwDyP8cGYUKcyJWUSIjNLY+OVv/u6vu2r02mvfiF366Ed+8iee/RHn3P/97/3n1+/cfvsremzuUc6gGWT4LTXgsNe1iI4SgWQgzpA5RcLAooS1ciikjELCFPuYQtctlsv4rXvwzaUcR88ia+SuVOrHnrLPPLk3GU+1UZwzEpFRAihM7Xw+O7rXzmeScbK5ub51rhyPjHOEIMwSQk6ZjKXKKutAGUaRlIU55yQxR98DICkaspZ9IkRt7aBvJUTISRgkQxZOgx0vi7Jm72L5YLakmcrCpUob4zAZ87Qmo0xhCyJkimiqoVxR2JJQMackzAKlLVDIdx1nBpDMCRjPbT8pkAAo+oCoUItI0sYYa1Prc2btnLGFNpYAiRQKg6QsjwpmgCCYz/TUgqsFz+cAMN7aHNSMqNRovOb7dtHOjm7fnp02fRcUGUTgHEQkAZwCiNFCarXsxwaJpRcoECqAOUgPGEEQoIVheg7m39/wtwCEkD79uT/95ptvXNy7snth59zuzvnzu3t7e7sX9i6c312frN28ef32nVvHR6f5cZMUEQQ5ZrbACIrUQEJJKaXee0LlrDO2RCRmEc6KzGhUnZ6cpBhSip3vmqZLnJquiSn63gsNY/ap9x4RiFTmnFKCfzlpdwZtGbpNIKCIYspNAx2mr3zl660Pp6ezEOOd/Tvj8fi5S8/u7l64cff221/h459Lh5nvDEyP2qQGwSATMgiKgDCqgeSQBTAhgjNjdEZ813nfNs3tfX7jGB/0vOQoIFuqfKVST+3EC+d2yqLQRiEiKYWKBAEYu8XpYn7IOU7Xdur19dH6mnYGUxIgiWHgrei6UEVJRgEpBhCWHELqY44he98uZ4RiixpRJc4K0RSFLRQZBBFAYqQ82Df43gcfcxJAQFWNqqcux9MutRELnabjPK51WbhqtG6sAcScEgMpV5B2CVgDEHPk5ExZVCXnlEIi4MwZlB7XlS4MM3ftKne90YbQIpHRpdHlKi8za2sr6ypFKMwIUbIwAqBCZUQYSDGqBMAiSkiMU/UEAEChxMRJyJjRZNI2i9Pjh11kz7lZLmLyioYCHxJpg2CripmbNtalcoCNCCKMEOciSxYGsCIKUQMm+AGYTSTmRdNxPmSRg+P96lpVuMoVzlpTlHZtuhZzf/Xam6tV99jfJQLeR2tUTiIMKQYAEC6C90rrwjEgtE1jjAo+OFu4Qh48OHHODcwZYVZaU8AcmQDq0ajtl53vhKUsXNN65oSIg+HrQPcZvnfQNONAL2FAlpSEBbYTS05DhRuFDg6Ocoopf28dmccnqsjZOU8ISAPps0QVfMQUywkUA6ucMBWqBmTBLEFi38zm/sHD/JVTupf8gOfYJPdCpZ/eDhd2C6Mgxs4mR8YADQpQib1P3heucpOtcjTRpVNGgbAQSRIghUTKarKOjAEhzjnGLvYxtV3yXfS9pIiZkVTqPKKYonBVZSqLg6pIaWFMMbdN2/WtT5xSZElI2iirjOxspyuz2cFhKKtsSlOvrbl6bR7zMkCXstVurNWEpZZMMVYoRgBQFVVN2gjiqB4BC2jS1khOzMI5aXJiAQSAY86olDKuRERFunQOOMUQSIaf0yARkmbCJBgyC0IGQW1FIWhHkwkC5hBOr91OAOXGdG19KyXMYifru8uTZdOtOCUhVEYhKq0UApSF6/reM1KMBQIAhLMTFrQgJPhobPkx60b/rRCAmHjZNvkgWmu0Mc6VNACUAROntl0tmta/VQP2Lb6FgTMjQopdMtoVZUyp88GVRc6576IIIBbWSYi+61tE0FolTUSklWFpABUQKG1WzXI2nxttYoo+xCEnCR7VYgAABnngt0EIAo90eABgtN67uLdsFiJUFlWMAREPj2c5f28LfOwsxSyYBjNvBIWgESwKAYsAAzAQsAIRDZAEBSIpA1rFrl316eBQbi/cw9RFEQBYJ/typZ8/3188V0/H64jOB29ssESCgFlIKwBxVW2ss2VBlmDQ6wkDC1BC1GQtKUKtBTHHPvWhXzbdap5Cn/uQY4fMWltblIRkCufqkXYKFQEqAWTOoeuX81nb90IgGQVAIRASIWRAY+wTe6UP3tWcdP3lw/Dmm7dnQU3PXdjcvlDZmjDjvM2rkyLOn1p3z+1sjStHhshoXVgkBiQklJxZOGeWFJGoLCehX/k+DFO5RVUhqLoeaWdyiAotIKDSSASkY4qz1WzVt6RMWY1J6ZxDm3h8YZOqGhCEoWu6o8PDi9Xza5tbRGa5WlVr24mo7QMQKo0I8O2Oii5M50MWMEQaAIY+15lUCDSCAYwADXxfFJW/GAKQmJvex5SI+tVqKThMG2Fijil//9xAAQHAGJMipbSHblVwtsZ0beu01dQoXVujFRUpZwBWZOanp23b+RCXTZNT5pxTjDlnY4yzLuecMwNkRYiIKbNSKnMe8JZKoQik/B3+1lvrm13fOlPvbFXjUfXc089U4+rh4cM//tQfPzw4fPsrenz/UgFIwghASAbBICjMAxCTBUWAmYS1gZwIWIBUwVlC9Icn4WhZ3QpdK4lBSlBXrL1Ue6uYtFbKkiJb1TnGIIhKKa0JlSlKQtHO4EAVhCQCyIwKyJakC0IUFM4pxRiapl8su2YV+yWEgKyNMsZpV46MK0mjGRVkFBoDSguqHFLX9ov5om0XxlhrCjTDXH4CgZgjKQWC9chtbtsv3otv3mu2Lj/7sb/zSz/ysZ/affJyPZ4Yp0EgBt+cnh7duX39S5//wpc/Ozm59+L2+rSCApFQcfSkDQLkJH7VAABqgkQxStM1CrEeTVEyAJrCIWpdWTwr6bIwdn1/5+HN+8f7hS62Ni/EFNrg4fzzO+//8OSJ53Q9AgDlzPZzT02f2BttTH3XVWWVcgRreqJV32tjEAgAAdFYLYBrZdV1feKUMpgBDQkwTAhEAAMwAkwgy++fSPbfuHkgsQxzNkOB6tu0ux/UdwxFWwGOOaiksax8CGVZdqEzRodgCVFpO3AYQojB+6Zt26YjpWJKIUZEiClwzgI5peijjzHLMDqJSIoUUOZhxBS+Y1vJaLO3d+Hg6P7O5t7Ozs5PfeSjl59+QhBKZ9716ov/5//rf7J4283Tx8/S9GjgWwMaJIOgYOhPKQYUQGaJzBOqSYJWhpE4htNFf3KqjyK2kgVAAU7JbhohFI7AANoaZUunrWefU4gxaF2WVLnKKhQkQqUkRUCltBkoq0CApAWYI+csKfjUhRyTJqVHY8Ws0CrStrDaGrQGjSZjQREAZObY9/2qXzbLGMN4tFY4p0kLICJwjillRNKclBhtzdYWpVX1S3/zl3/lf/o/O//8i6TdGbbnbMPD062N81cuvfxj758d/btvfv5Lr//Rb+/MHlwYRyuoRCmVELFrlimGoihJdLuapcSFK1GyMy75YAi1cRyz5ESFRRQA3Yf+/sHta7fux8jjCzrkmKoLa+/96CnC7/zObzzzro889eMfE2EALCZ1MakBQECKwVygHqO27bJBRKWtIgLAup6UWg0oPY7+KHQ7AvQobYb/MwABFIAJYP6DtoYYUpKH09MP+Npnkr2uD5lZkfZ9D8wLEgCpqqr3vbV6Pj9RqAY5a+ijIl2WhQ9BK91LPzyyYkq+930Ig6N1zjJ0eFLK8OivfeYh89+JuqyI5Ph4VhXTn/zAx55+/srde3emkzVjpi+8+PKP/ej7PvGHf/I2l/P4MzEZjAAoRIWiATQmhEGCjwLIACzY98CjYFGhdjnGplmczmDRFcucB/BKhWZTOUOBNIwmZm2yNRQxQ/DaFj70ilWKfd+ydk6VDkgLCCoCAiSFSglnGLxzmFP0kjJk0M6hIgQeGEKQMiEqRaCJyoKcG1ArknNOHLrog1dI4+maqwrSKCkxIwDkJIiilBIxzrjI2RblL+yujd/3UjWucUCIDTG4KAgJaVRCRsabm6987COX3vXSn//z3/vmF//gsu7G1jgpk/ciNF3fRK190ypVlpXR1oa+Tdkn8coS5YAoqe+BSFVV6MPx/Pjavf2DQy4rOe1z+e7309PP/8Fn/vC1P/4zIXjpfX8NERaHx0VV21EFACJycOtOaWsEOD09SDmumpWzTik7GO9Uo3FVutGoOjg9EZFI0D1Klf5R1jBIB1AA6O8iFPqBxA86Q8+uGVI2igZ6c4pehElRg40xDiaAAtoaZ6FvvFZaaz1MhrRdb41JKfree9827dIHjwA5JyQiIqVUiPHbGoG/ZLSurqve93Ux2t268NK7Xggp3PzW1SevPFuPRwD4nve895Of/qz3b2vM/XEVgmeeEKKADKBBIRiOo8BnJCQAgJB0AlIoCOLD6nTen85HLasgEQE04DoVuxYMZu3U5rlzVTUmAqVNjFlyLlwVglfMIfp2OQeYGFciigxT18KYh4IacOhyCJIzkSJnlNMmK2CGLAgIKjEnKhygJutYgHOWlCVnDizMinQ1roraKKUFIANBFmFWSgMScRYBYEDOyDzm7uBbbx4//67xuT2tzL9MVHgkLdYaOCvShLEcj37kb/zSjScuX/2t/89Tqanj0ogab2woq1JIpipLqxCRUzTOda0HQVuXKXZASNpKzpL59PT4xp3bt27FeUcq0NaHf+p0ffKZf/SfH33rqF+xmzjmCAiurJQxACACzWL+2T/6xF//5V+tzfqff/2TRKptG1c4YczMDFhW1XRjWtdVPDwCZtbkgRGgQxBL0OeBLZoA+kdDLX+F4qz4igAifd8DYm0soco59r7XnQoxOOvUeGy0YpbeewDxIaSYvO9Tjr3vfUghphgH4DhqpRKnwe5VEAbIPbN8x6E9pWgyGk0nk1/+63+j7+LaxuTw5OCLX/ry1tr57b2glLm0d3E8Hnl/8naW832o7UEQUCNYQk1CwAkoCw3gMBYQgBAhQlLkVI5dHxYL1UWTBBgYQBzqidJTE9ZHvL49EtI37t1KSV2+tItotC4giyurFHqXMHS9Is3BIyplDCChEtIKGHLOuQ/CPNgbAWYAJk1kNCrNOUvUFBM4q7RlQE5JWDhlZsmQAKSoCldY5TQID0pfFBYkpqGQCoLAmTGCCKicmrs37157Y/fKU/V2iX/xBj7jUhJqTSw6BYwKlb744ksZ/4Mv/lf/j/cVYXtcokiKmRSS1ZIjM+WUU/R92wHzaLoZm2WOPaIW5q5ZfevOra9dXTxc0oLTuz74QXV5809/7zeOD46sIAh0bXjjq3+2Ojmp1zcQQJgXp8d/9Ju/9udf/vTh8b2NJ6f916O2tu+6M6yEIDFYY0ebO5mIOZFISrkTqBGT1ePKnPjVMOU+8AXyX7UsheH0G7lJobDsXAGC3ntAh0gpZKNMDLFpOgQRJBFp27YsiqKwp6fN/HQuwoRgTcFOOt8hoIhoo7+dtGel3e/SMhKGzndf/dpdQ+qXf/F/BAjz+SmglFMrzEBYVvV0Oj06+u81S896MUIABkFDFsTMOEzJwFmiYh+IITPp0M3aVVw1ZRLFIAigAUaoxyTO5HoKhVWz+ezWnWXXs3Ly5MUrpCnFrHO21gXpHSoJkYVQMUhGysCQfeCYOPFgwc6QAUVClBSBMikNIHHVYU7V9ia5IifOsRdBycJ5GC5FUzpttLLmTHwPiGTBZMkZUkIkIRjccAQBEShH3R1f++qXzl258ux4TRejR7fwo+c3DCN4SNpqE1NKSHrv2RfaX/w7r/3W3//QKJP32jpSxFk4ASnMOaeQXDGSnFkFjl0IfVmPE6sb9+5/6fXV7QWecFzfPXflJ971xT/7/WXTClqjMyFz4jc/+yf/4P/4v3n1Z35hvLapMv6zX/8vZu3y47/8P95/cO+L/+KTt+/e8yH0MaSURNJQx3Wu3N49B5JKo8ajcjVvs+CIYG1zUzuEw9VQQCoBHODgeRnfanNKCN+3X8QPLIQFFWpNAiCQgECAO9/q1SK5UmutSK3a1hijFOWci8J579uua5tWac09Z2alKTMjKmtViJEfwSMQABCHmZ3vGMYoZVCR6Rqerk/bprl7896tO/c+85nP/vVf+Hhda0VqVNdvcy2Py7bXSBkNsiF0yBo5CzHQcLqGsyKhNAFiRqOSj6ltISaFQAisUJVkR2QrYme4LJ0AH56slgsqKvB+mVKyllnYZzaZjC6SJOIMwpyFOSISpyginCICkSkImFMKqY2hlRByTMKCORltpk9eNtN1ZuAQzmA1KQMgEaBWylhUhEggGUmBEGMeigdIKJKRBSAJagBNSpyFXZSr925ee+0r23uXNi48KSLNaj4/OWzbdmNjZ7q+PkBMCNFok3SKKRHrJ19999HdO2989fdfWscyiiRAUoSYUkg+CiqjjeeVImXcKEfmnKOkm/eO31jE+ykHhT/zcz915+4NVNXulXchkBw8lG/c6rOovvnUr//DP/yt3xxNJx/55b813tz58lf//KOcn3v53ZP1zVt3H9y4dbNpWt+1pB0hIYLSZm93+/7+g7X1abdcHJ00QzVhc/dc6pfDUSsDBAAzaI/ehob3hydFh5AznJ2QompsjHaASWsBlWLurRtXZalIhRi6GPqOYwyKdFWWi8XcGVdW7sH+g1FVi0jXtynFR3rAYWDtL1uttVokra+vP/X0k13oD+88uLL3xC/83Mev37hx5+r9S8/q+WKh9dvNvsfM0tHlveZbd41ggaAwAUoWSIIMQGcvUknCHCElTNjHPoegEis8A1VRjW5KutCdKsQY1fXx9Jh8MhObSEHjw3BW55TRKO2MJhtDhwISc4xdTlmARSICKu0goUjOMXbNIraN+ISARKpeW5teuVxsbLBITr1AYk6oDGoFIKgMaYVENDgmowbJgiLDiBYJkQEEIeQoAJJyyICIPLH8LIbDb33z85+qNs+dXyyb45PD5Wzeh76sq6efeeHFl96ztrZJNAyyktLEWWvjXvqJD//z1z5zrm22dFGYQhcgAF2zigxWmRzT2bZdKyHDIn2ID5f+Rk7Zwvnz57cvbS9mZu+pV4qqRoKjb7w2e+PuCJNFWfV5tVrk5erX/95/xs5k5jvX3nx5e2dje+ell97z9a9/Hde2YoqWFCgDQCJ8bmfn4PBAaaUMra279jQioC2KsFoNN2AUWQB4kHWkAuAxkc//+oJZokhKnDjnnIwx1lZ1VeecALMt1GhcVlXNOXd9CCEgwunpvOm6sqwKV8wWJyKwapsUY+L87RkdrdVQ4/1Lwmg7n6+sLqu6euPq1z//Z5+py7WtrQ3v46W9vT//0ucXi6V/24L7x8zSnfe8p10uYX9uUQizDCIHGQhYgkAZIIpAgpjBSwgBQ6AsaiiMlUgWqSZwSmyFiDibh6atANkaJlACEqIfVSMkrbTJwgToiirlFEObffChjSEqi0YViCmHPjar2PXJJwBQQtV0Um9tj/bOUekYJccIKUMCAgROSIaUIm3Omq8DSDcnQRoqDyIgohAYGFNKnQ+rdtUG76MPKbFgRgyz09+/dh3rST0eu7IERFI0P5kvZ4vVfPHyq+87d+6iAChtTE45sRa9vrV97uUPfOVP//GHL2065YAl+ahMUZSOkBCwgBx9jykqrQCVT/28yz2DIrh46eLGud0nX3h1urahre1D649ny4RjFC3IQSQDZwk+9E0IANfevPbKBz9cuHJje+v8zsZ0UqQYtbHDKAwiXTi/98abbxKCtmZ3b/vGal8DLNqm7c/ycWjGtAAiPDkDH/+VieFFSoBaEUtaLOcikCIjkDHWliXzYElA9WQEsIzBr1ZtDIlzJtIhh+Vy4b3vvWdmPjNzkDN54FvF2nS6WM0JqR5Xd+5d+8brVzXZn/7oR6/dvf4f/6f/8eWLT7jStd1/z1m68dwr3Xyems9B0wNQYhWFgogAKCABySBRhBM0Hqwj77GLioEIwCE6pRzKSPfWZmchMbcrSmysaTVBTGHVLthZa2w9qiVLCl5bNyQTiKQcDWk0KJI5B7/qw7LtF4GElAbrdL25Md3bcVtbylaco6QknDkzAAINTTIirUmbR3Psw0yDgoExLEgKRHSKoev96fz0/uH9+8er/VU47aTJggBbBW5s2QcyUtPdTblwrqwvXXpmfX1bkd4/uH10fPD6N7+itFlb2wQYELiamRXZF3/kx/5f/+Q3nlu1hkVURdaWpSatAZAZckhJoiJAYWFcNc3ShwwiQrt7F648+6QyVVlNcmJT6M29vb6sVBMmDJwBMwaRJJAAGOGN118PoVfa3bpx/UM//tFCkyQgJMkCGhXS+uamUmSs6dq+qE0GCCInpydd22mC9BduxR5AAxiAx8fj/usLATFKK7LC6Ezpe19Xk6qsrHXC0nbdw4PD5WoJAAp0yjllns9PZ4ujZtUwcMpZBsdglmHS6+0MiBqj2q5f29ksSqfIVNV4Pmv66FOMHcPli0888+zzZIrrN+68nUffY2ZptbM1fe7Zbnaw/Nrr2acskIa6kaDgoOo7GylcLLki9h4lGwJQyBrAIFiKtY5lJYW1McUYtZwhowgyHK0O1Rx9312pnlZaSeSuba02wGl59FArwqJ2VsJy2ZzMU2DuQBtVrxWuKMrNtfLchhmNyTqWzIAD9gIVISokQK0JFCIj8pkfKhHkM4kXIiFBTqnvuodHR1+/uf+lu6fXTtMsUC8UhENOCPKExRcZV3Wsiry7ffFjP/ML7/nQT2prfN+ePNy/c+Pa4dHdm9evPv9iURY1IRGi1opAzl26tHbxyS/e/tq55y+i1tpoYeCQADHnnGPgxIosoSTh0/ls6YeGHG3v7lSj9ft3b5ZVxzmRUuPt9Y2nLhx9eTbpMLEowZYlCxCBA7h187bvmtPZg6MHBz/78z+lEawzCtVwImHgoiqs0tYWqz6ff2IP9XEIqZ3PmpD/W2URAWhEviuq6Ic1CFErsla5oi7LsiwKVBBDPDx+sGpOrSlXq+VqtTi3c35tbbPv+5OTk/npIsR+vlzO5guRR6wIgfi9SIsRMYuEkCb1xDnnXAlAIYZvfevaqum7dv4bv/u7/+HfPvc3/52/+enPfXY2n7/lBR9Xe2Sh2Nrcevk92PvTb3xr0AB8u8KZRLIIAwjIbEEbI8gJiJIRJtQWY0HRUnJGrAYQiB5iUAbJDKOqAKvez/vEIBfi5ZK0Kwvwve/bfnEa+9V494lquhF9l7vOlYV1utgu6unI1gUVTo9rclYZC9pICjAU+QhwsIRWgzGgQlCCAkjAgoAyAJBy4gxd19y6v/+F60dfvLO4vuhXiYe1IAKi1koSxyhwCmpU1bs75+/dunrn2rX3fehj3enqy1/47HJx/NKr7yYtB0f7x0fnds9fQlREJEIgYsvy2Rdf/v0vfvbjz4IIR++N0ai1CKfoOWYQQBTQ1PX9w9OmGfwqAOpRjUhbW5esdUhkjO3b5WRt63qGmgVk8JbHCiGwBALfNA9u3/6d3/1nTz719NrWxur0CAlk8AUDkJwVoUIa1bUxTmuLSrHEvgv+Ozn78vdhtfavKwREQGJKR0dHeq5Ho9o5G0Lo2r5ZtT7IMGl87fodbQyhMEuMaTCY+H5CITVNS4j1qBx4K8vlSkBC6AGEmfsQVv3qySef+bv/u7/76c997i0v+NgKQTCTyeTik7npuvlydfdYsgjIIBIFHJBlgoBNR61nMkI9GmSLqVDBqqQQjGbthvMDapSMoBBJgSIYke5VTpx9imVZA4BTBVNmpmq6batagONqFduu3lyzRVnUFYFCTVgYtAa1BaUG/ZmkdHbK1IaQgBBJDW98AATJggAsgiTMwft7Dw8/+42Dz95qbzRtlwMhTopiQrkLQUjcZj6eMaeiKnjWBXs6OyzuEJX3Dx4uu9XqZPbGt65nv1JGnbt0iQ/3Dw8PN7fPGeOGZYpkYLn8wvPzLh/7OHbsjFbWpJRC7xGAlFHAqfM548ny5GDe9xkcACMhISm9eW5DKcpZAMSVxas/+oHPfOJTp8wl4rTSl8Zue1IYp5WGTPiJf/QPqrXLL73yktUOiViYQZAzogYUYLE5JGuswXv37gtwEkjpB6jY/dccIhATA4APHsCfnjRKPxoi/vaDSMD76H38AX4vKQLhwprCOWbef7gfUxIWQlWVLidGgE9/7jM/87N/7eM//3M/8ZGffMsLPjarQREqmtbjJ57Mvpf4+dmDGeAjIajAWWaApESrpRlD1JiJvEGyKlmdtQZjhDSKCAorQQIkUIqFUJdaj5kFKacsnFNKq+P9vluNJ9vlZAIC3XI+u/9weu7cZGcj55xyRomKtFbl2fGVQYQ5JclMygBkpTUIDC6eICJZQA3kGmROKeXT0/mXrx58+pb+1twsYi7H1ZMbl7e3L4hn1x8uTh600L38C4WyVXv46p1r12/duXF02szD3Q//9C9Vk/U//O3fmK7VoesEcD47XrQra81sdpozK8U8fEeOIqmcjBnV4aJ5YjRh1l2z4ijamgGKQ2QS+pzCfLU4XUIW0IAZoO1mhw9vXXzyJRJiTiIgDJefec7UNXbLH71UvvLMhbVxjYS+97PlyafvzfPWxb/9H/zq3du361TV47UUo7WICoEEABURxUza1KW+fuN+57kCgARA/0NJ0/9mDNWjfwVfVJZ2PKoubO8+cfFSSpGEt7am9+4eIlgiJSzG6Pl8dv36zctXntRWveUFH1fVwDmxR0X1xXPOFJBl+cd/opfBICJCFskgeQALIvStHZWRMMNQpUExRqxjYwUoAYNkjSjqDAaPiJlAjU0ZSAC47/vV8cHy4QEj2GLkepcxLw8OjXH1+pSZlS6IAlgtMrRnzjj7nDPHDAhE+oxrSHqQHpxZOrJkoJxis1pdvXX0uZv0+sna/dWdcgT/y3//f/38Ky9f//obh4cHJ4vTe7ewT/3JCf/+b/a2Dr79Y5tkfWO6nNHCZzOqhSCFzI3s7V3yqT3ev377zu3tvfO7O5djiEZbHlC+KaUUhAC1XvWMSokgodalEhQRZhwoOuJTnK+aZa8A2CEklPn+4a2r19e3LzldZklt20jm0drolZdeWn7l85e2RxvjEacwmx8dHM+/eRpuef0f/Y0Xq8oeP3zQdIvnXnqemZlzzgAZSSFnaLsG6okPYdYmEPSIBgD5+wAcvRMAIcTZciEZfVi1bXvjxh2nS6WU1YoIc+ZyVO6e31jMTtp2Vch39cv5djxmlsbsM4szph6tk5v03WLt3o3jr32L4tAphfxIiaMBczJRhmludJorl61lZRi1MOPwXtYoAThmCoMfh0ISdsog6dV8tjw5liz12mRUT6Lvw3JhDIy2N4VFkAWCqR05LTGDtpwjsQZEkQw4jAAKKY2imaMwAIIwA0pmTjHfv//gX7xx+rXFhZuz01n3ja3drV/8t/79n/lbv7L3/N6FZ5789b//D7559avXrr1+vFysOAcRBBgTrmlqYz+uq7uz5rOf/vT7EvzkRz/+kz/107evfesTv/P/e/jwxte++trO0cPqg2sw4FozxxhjiJJiCiln6JMIii0MIEjOmTMz5xhZmAW6vpuveJUgAgeBiXX5uOdGnRwchezbVRP6JuW8Ws5efPerf371m5nTcnnaLhcHh4ubc7kO5ldfeeIJIzf372ydP/elz/yL0aS+ePkiKe1cCQqADKC0bTdVG4VzlaEchQAM/CCgDP9mh9ZWGK/duj0ej/7alSs//VN/zZTm1/7rX/Mp5CwiMhmP9s6fX81XKXNMb/1zP64zIgMhWVtZV4tJxfbO2vMv+OVydeMwJonAA2RwsAASxpSKQrc1ceWkKMUoISVoIGVkYmWS0shRACVnTilrYkJlyzERtc1S+qQ0FGUBQKkPcdmNNtYQQZQobQBRkHJM5AoEgwlj2+iyGBw7kQgBISNjYpbBsm14p7TL5pvXb33iKu/DUw/m97p877nnX3rfBz5y5akX5gfHV7/6hc988lO/97u/fefg/jyGDoRBRFBAfIYEHD1MtXea7ty8Nt3a+vlf/HfIYYztvVtXP/fFL6xWiywx+UioADBLDr6PPnCO7WrhvVcokGIMYeBFSh6GuQgEmLnrm+O5eIFehAFK43Lul/cP/+n1147n+977EFII/uR4tjk5//Rz73n48HMofdd2+536ZsZfeeXSyxe2Y9/5ZjVZ3/zgT330U//8D+fvfemV975XKaNI5RRziqtFs6mNcbaNwgKbBA6g/CsoYPihCkRBFGvVycms77q6rsjgzuZ0VE1Ho3oxW82Xi6ZZMWdgDOGtPVofm3uE1hXGWSIVkte1W7t0RboQV5/pHixQQCNkAQUwkFZUtFh2TJIYfQBdCiFaUoiSMxAKqmGglnLC1oexc6gLRSb5NvUtZNGFMcZIilqp8vxutbXOzKoslNMCIIlFFLAiC6RNThKDV8qiIoSMGRBJzmbTI6fk2+749PRfvH73k/fLrnzq4PSNsqb3P/eRi088ZUx5eHj303/yT//kE//03uLwOAQP3y7JIyEa0AasxZGIyZwK0yz73gL85j/8L/7Jr/2/79y+ce3GdZEMxDHEyXTdWAMAMYbYh75rcgzHDx74EGsz/GsOBB1GEeCMAII5Cy+7OFtagmwBS4KddnHz85/jLh5R8duf/iSSKqzZGlXr62OGPHnyqRtXv5h9Jwpf8/yhS1uvnJ8yQuiXzhZK6fW9vX/rb/+7n/jd33t4/+DnfvEXaYzaOkBomgYFJvW40hiiaAGFuI0Q8ftlkf2bHDGkrc1p5/1ytTo82q/KiStsXdXPPvt017dvXr/BLPcP7u9sXBbkZjV7yws+to7XEpFWFhUAACt0G5P68l59+MRi9nVoBIEMng3NDBa5Kjko+qqS9bHWCnMKEThkMYQawJisMApIShg6CGVw2mqnYtflVcRMVV0X9UQ7pza1dhaMQhYUBNIIQoUWQVJ6GNOXLKlPUZIrK4ZEZIiYGZhTaLvF7PTavf1/9ubRm81mMXlitbxx4eKFp555qaprUHR0tH/t6mt/8If/9LBrVzIAanCA9xOQg7LCUUnT0qxVti6MFZqhvVutj67ferOsarJmMqlC33Vd2Dm39/yLL1rrYozB+5T66BsO4e7VN0FgvS61KxBIhJmZmIFBJAtEH9qDQ3/qsZG4YenFqb6yRW+0yk7H737m5ddvvb6+OSmrgghyipNxefXhN+8Gjh2dVLih4JUNa0kPPCprNGgigN2L53/lf/K3X//KNwEkM2OMIfhm1eQUp+uTurSSvAcwAACwgdiIpL/kDngnvnvEFJdt07XeQ7hx49qlS0/vFDsDoDCmKCIpJ2MNAjCnq9fffMsLPu67lNAYp5UBZs4ZRFAZPR6Nnrgync35jdsSSEQUDkIFIEgqa2Ftq1hWGjl7VkliyoCJdUFlmctVbKOOmWoCH7MtQIEKizl3PNms6/XNLqXFarG9u12IkSYCCQhQisoYQkKNjH3uUo7CkZE0osTQALOolARiF7tudXf/weevH/3Bve4EN/Z2XmjjnQ/+xEeuPPPKslnk5FPu7t259pkvfO5+uwrf7mrj8Adq0A5LDRWCCSn0caU6KIvR9tbLmAtCd3jw8OLlvbLQVbl+6dKTP/tz//bTzz2PAMF3oeti23MfUtdc++b1qTO7I4s5gTLASAigFAooFO9jv2pvHOUT5o/slc9cMEpFUHjqx9NLu/VmtbM+Cqk7eXi6WCx9G/sslTXGJx5VZfDPWpyaoiDtkWKM2mhRqLRSWtfjyUvvfZUh5xCYcoypXTZ901RVORoV82XfADiB4UxvEdI7b9PvPRTRyy8+++Bgf5i5untn/9zOngArUiAAxISAAjGmnCSG8PnPf/4tr/mYWaq1GTyqffIx+OC74LsEYjam6889DSkdf+u+RFQACgeeA4BA6u2D06SoHTuNJISkVIYEqNDV5NroF8RJ5UyYU4KUg/eLppq66d7GIvSvvX5696j/8R/1F3YuoLACEiJUoHQkAtRGGWLPoQtKq6IaIaFvU2xbZOpDf3py8saD00/cWL62TGzGezsvCK1+9ud/5eX3/niIjezfv3n1zz/5iX9yZ3ky4zzMx56pkYbhblQKCktjEQrcD6ZVmsqU6OSoGd3C8U49mY7Ksn7upd1zO3vv+9Efe/8Hfrwoi77vurYNfZf6RlI43r977catd++MpmVNRIBAGoYnAQKgkOQcQrao3rPuPvLKelHVPoQ2xt3dJ2/f+Non/+T379w9WflEisqqOL+3AwoP7ux3fbbcPKU0OVPVtQAODLSyqpIuiJQhHSUjkaScJBKDbxcUY3OyGJ/frEoLAHOGAmWMmBAKwP47kkLeib80RpV+9ytPTe7VJyd/nhIfniz6vs0pAYJSRMpNxpO+64Q5pTBbHH/lta++5TUft3qEhEAAnGPu+qbvmq5tU+xVaccXLipB8f701rEwDTtiRAEAznq5rI5167ZYibBSDEIoMaNSWFapbXJiDAFNCYQG+35UFut751bRX7t5+vmbcmkLkWDezDQRMCT2PvRd69uWQ8Lpur184YIzBWlkDjnldjE/Obofu3CyCH92t/3T43CUubCTC7s/Ym389/6j//mHP/5zd28ePLx368brX/rDT/zm/Wa5GsC+j9g/CACAGrSDekTb0+Ly4DtSuWllx3VdKoK2mR3fn4/XJntPnXv2heff/6Pv33viyenGOgj7zrdN0y5OY7ti30uK3/zK11aL1U+8+qRGhUISB9MaAeAUOhRWpJD809N4/kI9Go1BGc/cN4v27lfnx32c+baLo0m5fX6trMej8aTvu9M7oBDHjHmArTFkpYJvqCiUsUyUJWWJAAjECMIpZcm5bbZEVkdHG0/sjse1IDLIHNCCKIJ1g5jgNL6TqN9DFMZOp/rg4Nbe+Se2Nyf7D2c+hOs3bq+trzGzZEYNRIJAxhjS9I03Xrt96+5bXvax2fYkANH3fdO0zaJrm973wsk5V6zVZTHWaCR9fnl3JoCDdwIiBFGroGQZx3UYW2DGzKJQJHMEISfGJd8p35MmnqxROZqM1l2T/MP9g6/ehFWGizuUON/dv598XrXycB4PW5n1EBJWqJ9cbxHl8u5FQOh7v1qcnBw9XC2XJ8v0qQfwuWVKJIUbn7/wQYXxl/7Wr/7S3/mVoiiUwKd/9x9+4vf/8Z122T4qFBGgAA89VgNFAaMK10funDMTQDTKlqYsq6oqSqVpfW2bVB5jmY9Hd1+zl/fS86+MUMR7P5udnBweNPPTsGy4DydHDz7zmS986ImN5y5slnWJgpJ58GXMnI0tfN8Y54yqnnqy2txa85JTzH2MTfBV8s9Vo5tdubvHbmSNq2KK89kxsGzuTdU2E+TjzHsoXepKrpyrq8lmp4wkRhDIj7C3j5BgfjWfkoSjGXEej0vRxDl3IkuCdYdIMiUAwVn6wcB4v89A/MFDzH6wYZT58Ac/0MSDm7fuPG3KS5fONctVztKuFl/9ypcJKWUhgros19fXnNHGyh//yZ+85RAcPP67VB4Z43SLvlt532fOGomQbFnYUaUYQrtM7ZfCaWQBQcyCUbBnWa6Kep7HuyIkSUANjREhhWAKjolSpL5TnKSeruXkjx4+fLAfbjWmUOJTfv364Z0DvtfJacyZoVK048wz6/rJc+7y3lo1qZdtQ81q1cxODk+bxreRP3cIn1wkpcDq8tz2B41WH/rYh37uV/6mMWW3aP/w1/+rf/QP/97ddtk8AgECnBEnEMmAK2Ba4bQy21pPEMkNvG1dESkQ7YpxWTqtEZj37x/Pv3br5tUvnL882b24O5udnhwedIt5P1+mdhV9/6d/9CdxsfiFH3l5VE8IUAZjMA5ISpGNKQooQFVNp0Q6IfvEpatI2XtHByM9euL8uTeneLtZkHJK25C95MwQhHApuWs8pzSe6veGuCZktRajUkqSWBSBAs4RABUaRcw5+uPFmsIaG5N5OlmblIZZxRQLPVhVomSpCUjhcRYBKBCTyA9SSvc93XE/3CkKAM89/fSP/fj7v/n6awcPD15//c2qnkwmLkcxFrrOF7YAQWF2hXn2iRfPn9v8sz//wtdfv/p2rvy4WUqYcwx913XLYdtNOJzdCLUCQr02XrvyDPTx+Ktfl0UngFm0FwzCPePd02Jn3KkxMQIDkmDhVMpsrFibk9ecVLvqQ+5n85PZsr1xqg5zMBl/5420iLLibAGeLM3TU7O3rve2x1vr01FdG+uChIOHh91y0bb94VE+7emLS/xyF5GASW9uv18ZOndh9GMf+3gWOH04+/Rv/dr/7T/7P91qZ8u/cBecNV2ADLgSpiVNC7VhzJRAEVpFVpF2Ve1KZ6xTSgkqH7rl7HB//6vz5bWTRfmNr31t0Z2GtvPLVWya2DUSu69+6Quf/swXf/XFnSemJWWOkgCAQCtXMefY9yl45hRjiMk7a+piNGseVKYK3h/Po5tM7nmcAyttACjnAJmVIgQTmA8OljklEPnqKmz4Bz9v9M7WebRFSmkYByKAmCIwE6EmnQF0bp/dg7LwB+18PJ7srpfvff7Fb1z9pulmBJDp7FheIDjEKKBEFAAB+Me8af6HHM6Yd7/6Ulm6yWQ6Gq3NTk5OTubMbKwDUACZSJCyiPS+/fxrn9u+t71qF33/1s1SeHzSZ4455LZZtm0TYxDIklnpikgxS+DACurdcxa0+H72la/HgEnQD/5nIE20t07ytvUSsFAsVhID6UIbb50AJCWwmuWrt67mmI+O8u2OruUWBXQCh7Sr9Ktr6n1PlXvntuuyKkyprQKgyGk2P16cHrWrvm/pQUO/c5ru51QqTACV2yvKadPfePrF/zCGfHTvcH7rtf/0P/m7VxfHzV8w/ACAIUUdjmrcqs2m09PCTAtXWXKFKxGpHBVVMbKVFc5A4v1qdrz/8ODq4fIbIKuJPn/1za8fz+4bJCOiJJOkG1df/8e//Qfv2yh/4tK6Esk5CspgT8sCIfR96DVhUdR91xMapxUihRCzS7Pl6YFM09aTp6vZ6mQ1T2l9Y5xzRswoSimsRsXGZn379ixniQCvHfUvHD2cS/R6cy8nMEYpBQNnDQmBUQkpVYCv1msFaXlyv3ri5Z3N6fWbr/ddCxERQBdIAEASBQqEIJIAFGINICI/tIOm1ukYvkcblh9A4OW9cxd2t4VBKzOq6vlsnn2nla7rytiy71dIA8VEOMvR0cml3SfO751/cHAyn7+1Ozj+K1/PO/FOvBPfW/yVm+x9J96Jf+PinSx9J96JH/Z4J0vfiXfihz3eydJ34p34YY93svSdeCd+2OOdLH0n3okf9ngnS9+Jd+KHPd7J0nfinfhhj3ey9J14J37Y4/8PzcUV443O+0sAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=311x294 at 0x7F8A1AB38950>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gx = cv2.Sobel(img1,cv2.CV_64F,1,0,ksize=3)\n",
        "gy = cv2.Sobel(img1,cv2.CV_64F,0,1,ksize=3)\n",
        "\n",
        "cv2_imshow(gx)\n",
        "cv2_imshow(gy)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 605
        },
        "id": "ZADzgPJo30Xr",
        "outputId": "958b6cbc-8a93-4f0c-c525-6f744d33740f"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=311x294 at 0x7F8A18B03E50>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=311x294 at 0x7F8A18B037D0>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# compute the gradient magnitude and orientation\n",
        "mag = np.sqrt((gx ** 2) + (gy ** 2))\n",
        "dir = np.arctan2(gy, gx) * (180 / np.pi) \n",
        "\n",
        "dir=abs(np.array(dir))\n",
        "\n",
        "w,h=dir.shape\n",
        "w_size=8;\n",
        "r=(w//w_size)*(h//w_size)"
      ],
      "metadata": {
        "id": "89M5nqHQT5Xv"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "# window size\n",
        "w_size=8;\n",
        "# s1=(256,256)\n",
        "# k1=np.random.randint(0,15,size = (32,16))\n",
        "k1=dir\n",
        "k2=mag\n",
        "# print(k1)\n",
        "\n",
        "w,h=k1.shape\n",
        "r=(w//w_size)*(h//w_size)\n",
        "id=np.zeros((r,2))\n",
        "r1=np.zeros((r,2))\n",
        "\n",
        "c1=0\n",
        "  # c11=0\n",
        "  # c22=0\n",
        "  # c33=0\n",
        "  # c44=0\n",
        "  # c55=0\n",
        "  # c66=0\n",
        "  # c77=0\n",
        "  # c88=0\n",
        "  # c99=0\n",
        "\n",
        "\n",
        "d=w_size//2 \n",
        "for i in range(0,w,w_size):\n",
        "  for j in range(0,h,w_size):\n",
        "    k5=k1[0+i:w_size+i,0+j:w_size+j]\n",
        "    k6=k2[0+i:w_size+i,0+j:w_size+j]\n",
        "        \n",
        "    c11=0\n",
        "    c22=0\n",
        "    c33=0\n",
        "    c44=0\n",
        "    c55=0\n",
        "    c66=0\n",
        "    c77=0\n",
        "    c88=0\n",
        "    c99=0\n",
        "    for p1 in range(k6.shape[0]):\n",
        "      for p2 in range(k6.shape[1]):\n",
        "        if k5[p1,p2]>=0 and k5[p1,p2]<=20:\n",
        "          c11=c11+k6[p1,p2]\n",
        "        elif k5[p1,p2]>20 and k5[p1,p2]<=40:\n",
        "          c22=c22+k6[p1,p2]\n",
        "        elif k5[p1,p2]>40 and k5[p1,p2]<=60:\n",
        "          c33=c33+k6[p1,p2]\n",
        "        elif k5[p1,p2]>60 and k5[p1,p2]<=80:\n",
        "          c44=c44+k6[p1,p2]\n",
        "        elif k5[p1,p2]>80 and k5[p1,p2]<=100:\n",
        "          c55=c55+k6[p1,p2]\n",
        "        elif k5[p1,p2]>100 and k5[p1,p2]<=120:\n",
        "          c66=c66+k6[p1,p2]\n",
        "        elif k5[p1,p2]>120 and k5[p1,p2]<=140:\n",
        "          c77=c77+k6[p1,p2]\n",
        "        elif k5[p1,p2]>140 and k5[p1,p2]<=160:\n",
        "          c88=c88+k6[p1,p2]\n",
        "        elif k5[p1,p2]>160 and k5[p1,p2]<=180:\n",
        "          c99=c99+k6[p1,p2]\n",
        "    \n",
        "\n",
        "    w1,h1=k5.shape\n",
        "    if w1==w_size and h1==w_size:\n",
        "      c=np.array([c11,c22,c33,c44,c55,c66,c77,c88,c99])\n",
        "        # print(c)\n",
        "\n",
        "        # print(k5)\n",
        "        #c=plt.hist(k5.ravel(), bins=9)\n",
        "      \n",
        "      m=c.max()\n",
        "      # print(m)\n",
        "      p111=np.where(c == m)\n",
        "      \n",
        "      q1=p111[0]\n",
        "      p=q1[0]\n",
        "      # print(p)\n",
        "      r1[c1,0]=i+4\n",
        "      r1[c1,1]=j+5\n",
        "\n",
        "      j=c1\n",
        "      if p==0:\n",
        "        id[j,0]=2\n",
        "        id[j,1]=0\n",
        "      elif p==1:\n",
        "        id[j,0]=2\n",
        "        id[j,1]=1\n",
        "      elif p==2:\n",
        "        id[j,0]=2\n",
        "        id[j,1]=2\n",
        "      elif p==3:\n",
        "        id[j,0]=1\n",
        "        id[j,1]=2\n",
        "      elif p==4:\n",
        "        id[j,0]=0\n",
        "        id[j,1]=2\n",
        "      elif p==5:\n",
        "        id[j,0]=-1\n",
        "        id[j,1]=2\n",
        "      elif p==6:\n",
        "        id[j,0]=-2\n",
        "        id[j,1]=2\n",
        "      elif p==7:\n",
        "        id[j,0]=-2\n",
        "        id[j,1]=1\n",
        "      elif p==8:\n",
        "        id[j,0]=-2\n",
        "        id[j,1]=0\n",
        "      c1=c1+1\n",
        "      #print(id)\n",
        "        \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "      "
      ],
      "metadata": {
        "id": "BMzciZ-YqnUo"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        " \n",
        "\n",
        "# Import libraries\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        " \n",
        " \n",
        "# Creating arrow\n",
        "x_pos = r1[:,0]\n",
        "y_pos = r1[:,1]\n",
        "x_direct = id[:,0]\n",
        "y_direct = id[:,1]\n",
        " \n",
        "# Creating plot\n",
        "fig, ax = plt.subplots(figsize = (5, 5))\n",
        "ax.quiver(x_pos, y_pos, x_direct, y_direct, scale=90)\n",
        "#ax.axis([-20, 20, -20, 20])\n",
        "\n",
        " \n",
        "# show plot\n",
        "ax.set_title('Histogram of Oriented Gradients')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 336
        },
        "id": "Yec2E2Ibh8uc",
        "outputId": "58235be6-d0f6-4b6c-9c5a-dc18114c13ce"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#####################\n",
        "###################   using inbuilt command    ################\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from skimage.feature import hog\n",
        "from skimage import data, exposure\n",
        "\n",
        "\n",
        "image = data.astronaut()\n",
        "\n",
        "fd, hog_image = hog(img, orientations=8, pixels_per_cell=(16, 16),\n",
        "                    cells_per_block=(1, 1), visualize=True)\n",
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4), sharex=True, sharey=True)\n",
        "\n",
        "ax1.axis('off')\n",
        "ax1.imshow(image, cmap=plt.cm.gray)\n",
        "ax1.set_title('Input image')\n",
        "\n",
        "# Rescale histogram for better display\n",
        "hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 10))\n",
        "\n",
        "ax2.axis('off')\n",
        "ax2.imshow(hog_image_rescaled, cmap=plt.cm.gray)\n",
        "ax2.set_title('Histogram of Oriented Gradients')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "W4EJKFEzDCQF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 239
        },
        "outputId": "9c8870af-dd21-4cdd-a449-6c7c3fda7be7"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}